From 501a8e685244f51a1ce3bde817951037fbfae16e Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Wed, 23 Apr 2025 16:33:54 +0200 Subject: [PATCH 1/8] Review 01 introduction --- Lessons/01-Introduction.ipynb | 267 +++++++++++++--------------------- 1 file changed, 101 insertions(+), 166 deletions(-) diff --git a/Lessons/01-Introduction.ipynb b/Lessons/01-Introduction.ipynb index 96e7d39..598202c 100644 --- a/Lessons/01-Introduction.ipynb +++ b/Lessons/01-Introduction.ipynb @@ -11,8 +11,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This introduction course, tends to give you an overview of Python programming language and its general structure as in the future modules of Master like web scrapping, Machine learning and text mining Python will be used as the principal programming language.\n", - "Please note that due to the vast range of arguments/tools related to Python language we won't/can't cover them all here as this course designed to help you not to become a Python programmers but to learn its basics and enable you to expand your data science skills using it as a modern programming language." + "This introductory course is designed to provide an overview of the Python programming language and its general structure.It serves as a foundation, as Python will be the primary programming language used in upcoming modules of the AIDA Master program, including web scraping, machine learning, and text mining.\n", + "\n", + "Please note that, due to the broad range of topics and tools related to Python, this course does not aim to cover everything.\n", + "Instead, it focuses on helping you grasp the basics of Python—not to turn you into expert programmers, but to give you a solid starting point for developing your data science skills using this modern language." ] }, { @@ -26,8 +28,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Our goal here is not to provide a deep insight into Python and act as an official reference since you can easily can access hundreds of online sources to learn about each and every detail of Python.\n", - "Given the wide range of students' backgrounds, there is no assumption about prior knowledge about programming or data analysis. We've tried to provide you with simple examples which give you a clear understanding of functionality of different tools. There are also parts called **YOUR TURN** which ask you to put into practice what you have learned during the lesson. These parts are accompanied by three different symbols which show the difficulty of the exercise:" + "Our goal here is not to provide an in-depth understanding of Python or serve as an official reference, as there are countless online resources available for exploring every detail of the language. Given the diverse backgrounds of our students, we do not assume any prior knowledge of programming or data analysis. We've included simple examples to help you clearly understand how different tools work. You'll also find sections titled **YOUR TURN**, where you're encouraged to apply what you've learned in the lesson. These sections are marked with three different symbols indicating the difficulty level of the exercises:" ] }, { @@ -135,8 +136,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Simply put, a programming language is a intermediary language(with its predefined structure) which is able to translate human language(instructions) to a language which is understandable by a computer(Hardware).\n", - "There are different levels of programming languages with different scopes which we won't explain here in depth. In the following figure you can see the hierarchy of these languages and the interactions they have with each other.\n", + "Simply put, a programming language is a intermediary language (with its predefined structure) able to translate human language(instructions) to a language understandable by a computer (Hardware).\n", + "There are different levels of programming languages, with different scopes which we won't explain here in depth. In the following figure you can see the hierarchy of these languages and the interactions they have with each other.\n", "\n", "[image source](https://www.informationq.com/computer-language-and-its-types/computer-language-and-its-types/)" ] @@ -145,7 +146,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Unlike languages like C and C++, Python is a interpreted language which means you can run it only you have the interpreter on your machine(installing Ptyhon = installing Python interpreter). In this [link](https://www.html.it/pag/15387/programma-compilato-e-interpretato/) you can learn about the differences between interpreted and compiled languages." + "Unlike languages like C and C++, Python is a interpreted language, which means you can run it only if you have the interpreter on your machine (installing Ptyhon = installing Python interpreter). At this [link](https://www.html.it/pag/15387/programma-compilato-e-interpretato/) you can learn about the differences between interpreted and compiled languages." ] }, { @@ -159,7 +160,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "An algorithm is a series of instructions with a specific order and a defined end, used to solve a specific problem. As an example, imagine you want to tell someone how to get to Milano Garibaldi from Bicocca University. You can write down the steps: (Notice how important is the order of steps)\n", + "An algorithm is a series of instructions arranged in a specific order, with a defined endpoint, used to solve a particular problem. For example, imagine you want to tell someone how to get to Milano Garibaldi from Bicocca University. You can write down the steps (note how important the order of the steps is):\n", + "\n", "- Look at the train information board\n", "- Find out when and when is the next train to greco Pirelli station\n", "- Go to the platform\n", @@ -182,14 +184,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Python is the principal (but not the only) programming language of BIBDA master. The reason behind this choice is mainly based on its strong characteristics like (but not limited to):\n", + "Python is the principal (but not the only) programming language we will encounter in the AIDA master. The reason behind this choice is mainly based on its strong characteristics, including (but not limited to):\n", "- Simple and minimalistic syntax \n", "- High efficiency\n", "- Productivity and speed\n", "- Extensive libraries\n", "- Strong community support\n", - "- Acceptance by giants like Google and Facebook\n", - "\n", + "- Acceptance by giants like Google and Facebook" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "Another point that makes Python an intresting programming language is its incredible growth in the European job market and computer/data science community:\n", "\n", "\n", @@ -217,7 +224,7 @@ "- Using a Text Editor (Ex. [VsCode](https://code.visualstudio.com/), [Sublime Text](https://www.sublimetext.com/) and [Atom](https://atom.io/))\n", "- Using a Notebook (Ex. [Jupyter](https://jupyter.org/), [nteract](https://nteract.io/) and [Zeppelin](https://zeppelin.apache.org/))\n", "\n", - "We can't describe each option in details here but if you are interested to now more about these tools and how they are different from each other, take a look at the [article](https://medium.com/@navid.nobani/adding-python-to-your-life-choices-everywhere-35bbf435fe5d) I've written about this subject.\n", + "We can't describe each option in details here: if you want to know more about these tools and how they are different from each other, take a look at the [article](https://medium.com/@navid.nobani/adding-python-to-your-life-choices-everywhere-35bbf435fe5d) I've written about this subject.\n", "\n", "Here as you may have noticed(!) we're are going to use Jupyter notebook for the rest of out course.\n", "Jupyter notebook has an interesting developement story which you can find out more about it in [this article](https://www.datacamp.com/community/tutorials/tutorial-jupyter-notebook)." @@ -246,20 +253,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "738170310705.7557" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "(((119 + 0.789)**3.14) * 1000_000_000) / 57**(5 / 2.4)" ] @@ -273,60 +269,27 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "989 % 5" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "860.9090909090909" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "9470 / 11" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "860" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "9470 // 11" ] @@ -379,6 +342,16 @@ " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Solution\n", + "((2019 / 5) ** 24) * 0.000314\n", + "
" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -436,41 +409,38 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Unlike C and Java which are \"Statically-typed languages\", Python is a \"dynamically-typed language\", which means variables must not only have a single data type, instead you can assign different objects with different data types to the variable (not simultaneously). You can read more about this subject [here](https://wiki.python.org/moin/Why%20is%20Python%20a%20dynamic%20language%20and%20also%20a%20strongly%20typed%20language).\n", - "\n", - "Let's define a variable and assign a number to it: " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "my_var = 10 " + "
\n", + " Solution\n", + " \n", + "A = 12\n", + "print(\"A:\", A)\n", + "B = 2\n", + "print(\"B:\",B)\n", + "C = A * B\n", + "print(\"C = A * B:\", C)\n", + "B = 3\n", + "print(\"B:\", B)\n", + "print(\"C:\", C)\n", + " \n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We just created our first variable! let's print it to confirm what is inside:" + "Unlike C and Java, which are statically typed languages, Python is a dynamically typed language. This means that variables are not restricted to a single data type—you can assign different objects with different data types to the same variable (though not at the same time). You can read more about this topic [here](https://wiki.python.org/moin/Why%20is%20Python%20a%20dynamic%20language%20and%20also%20a%20strongly%20typed%20language).\n", + "\n", + "Let's define a variable and assign a number to it: " ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ + "my_var = 10\n", "print(my_var)" ] }, @@ -478,61 +448,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now let's assign a text to **my_var**:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "my fancy text\n" - ] - } - ], - "source": [ - "my_var = 'my fancy text'\n", - "print(my_var)" + "We just created our first variable! Notice that in the code above, we didn't explicitly tell Python which data type we're going to assign to \"my_var\".\n", + "The `type` function can be used to examine a variable's type:" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "GATTO = 875765" + "print(f\"my_var: {my_var}, type: {type(my_var)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Notice that in the code above, we didn't explicitly tell Python which data type we're going to assign to \"my_var\"." + "Now let's assign a text to **my_var**:" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "builtin_function_or_method" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "type(print)" + "my_var = 'my fancy text'\n", + "print(f\"my_var: {my_var}, type: {type(my_var)}\")" ] }, { @@ -551,14 +494,7 @@ "- It MUST start either with a letter or underscore(\\_). It CAN'T start with a number.\n", "- It CAN'T/SHOULDN'T be a [reserved](https://docs.python.org/2.5/ref/keywords.html) name.\n", "\n", - "Let's explain a bit the last point. I used **CAN'T/SHOULDN'T** and not **CAN'T** because While you **CAN'T** assign a value to some of these reserved key words (like **for**) actually if you want, you **CAN** assign a value to some of them (like function **print**); The point is even if you **CAN** do so, it's almost always absolutely a bad idea !" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " + "Let’s clarify that last point. I used **CAN’T/SHOULDN’T** instead of just **CAN’T** because, while you **CAN’T** assign a value to reserved keywords like for (doing so results in a syntax error), you actually CAN assign a value to some built-in function names like print. The key idea is: just because Python allows you to overwrite these names, it doesn’t mean you should! Doing so can break your code in confusing ways, so it’s almost always a very bad idea!" ] }, { @@ -573,16 +509,12 @@ "metadata": {}, "source": [ "**YOUR TURN :** What would be the result? (answer without running it!)\n", - "\n", + "\n", "print = 2\n", + "print(10)\n", + "\n", "\n", - "print(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "Possible answers:\n", "- 2\n", "- 10\n", "- 20\n", @@ -604,14 +536,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " + "
\n", + " Solution\n", + "None of the above. Overwriting the built-in function by assigning a value to it leads to a confusing bug and prevents us from using the original function. \n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "A variable name doesn't have any length limitation but it's better if you keep it as short as possible ( as long as it's easy to remember and reuse= being informative)\n", + "A variable name doesn't have any length limitations, but it's better to keep it as short as possible (as long as it's easy to remember and reuse= being informative)\n", "\n", "**Correct Examples:**\n", "- myVal\n", @@ -661,6 +596,20 @@ " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " Solution\n", + " \n", + "birth_year = 2010\n", + "birth_month = 10\n", + "birth_day = 12\n", + " \n", + "
" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -677,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -687,22 +636,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "False\n", - "True\n", - "True\n", - "False\n", - "True\n", - "False\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(a == b)\n", "print(a != b)\n", @@ -728,8 +664,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -751,5 +686,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From f8d70a54c09e25dbae3a340fdc0eb6bafea33c9d Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Wed, 23 Apr 2025 16:37:47 +0200 Subject: [PATCH 2/8] Review 02 data types --- Lessons/02-Data types.ipynb | 546 +++++++++++++----------------------- 1 file changed, 200 insertions(+), 346 deletions(-) diff --git a/Lessons/02-Data types.ipynb b/Lessons/02-Data types.ipynb index 64ffe33..29b83e8 100644 --- a/Lessons/02-Data types.ipynb +++ b/Lessons/02-Data types.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In Python , everything is an object and every object has a type. There are different ways to divide data types. For example You can divide them into *Scalers* which you can't sub-divide to further pieces(like a number) and non-scalers which you can sub-divide (like a list of numbers).\n", + "In Python , everything is an object and every object has a type. There are different ways to divide data types. For example, you can divide them into *scalars* which you can't sub-divide into further pieces (like a number) and *non-scalars* which you can sub-divide (like a list of numbers).\n", "\n", "Another way to categorize them is based on their origin:\n", "\n", @@ -22,7 +22,7 @@ "\n", "\n", "\n", - "Notice that this isn’t how [Python documentation](https://docs.python.org/2/library/stdtypes.html) divides data types but in my opinion the official documentation may seem a bit confusing for a reader which is facing this argument for the first time." + "Notice that this isn’t how the [Python documentation](https://docs.python.org/3/library/stdtypes.html) divides data types, but in my opinion the official documentation may seem a bit confusing for a reader which is facing this argument for the first time." ] }, { @@ -36,29 +36,58 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Booleans are are another core data type of Python which consist of only two values: **True** and **False**. Boolean values are mainly used when we're somehow comparing different values together. (More on comparisons later).\n", - "In Python True has a value of 1 while False's value is 0. We can check this fact by converting them to integer:" + "Booleans are a core data type of Python, and they consist of only two values: **True** and **False**. Boolean values are mainly used when comparing different values together. (More on comparisons later).\n", + "In Python, True has a value of 1 while False's value is 0. We can check this fact by converting them to integer:" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "0\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(int(True))\n", "print(int(False))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The int function is used to parse (or convert) compatible objects into integers. On the countrary, every non-zero value (or object different from None) is mapped to True:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(bool(100))\n", + "print(bool({\"a\": 1}))\n", + "print(bool(0))\n", + "print(bool(None))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is useful for example to check the result of multiple evaluations:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "expected_false = False + False + False + False\n", + "print(f\"The sum of any number of False results should be zero:\", expected_false)\n", + "expected_true = True + True + True \n", + "print(f\"The sum of 3 True results should be 3:\", expected_true)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -96,27 +125,16 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "1 + 1" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -125,80 +143,36 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "int" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(f)" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "int" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(1 + 1)" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1256" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "1256" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "int" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(34572765 * 6779_625_645)" ] @@ -212,40 +186,18 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "int" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(452347)" ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "int" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(1_456_099)" ] @@ -266,84 +218,64 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3.14159" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "3.14159" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "float" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(3.14159)" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "str" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type('I am not a cat')" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "float" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(768.90)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See [the python documentation](https://docs.python.org/3/tutorial/floatingpoint.html) to understand floating-point representation and arithmetic. \n", + "It is important to understand how to compare numbers that are represented with finite precision on a computer. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "0.1 + 0.1 + 0.1 == 0.3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice that the previous expression returns False!" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -360,18 +292,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1936.34\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "a = 1_869 + 67.34\n", "print(a)\n", @@ -380,18 +303,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "67.34\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "a = 1 * 67.34\n", "print(a)\n", @@ -400,18 +314,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "23.0\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "a = 12.5 + 10.5\n", "print(a)\n", @@ -420,18 +325,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.0\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "a = 12. / 2\n", "print(a)\n", @@ -461,43 +357,51 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Using **_float( )_** and **_int( )_** we can convert integers to floats and vice versa:" + "Using **_float( )_** and **_int( )_** we can convert integers to floats and vice versa. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try to find the problem in the following:" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "34.67\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "val = 34.67\n", - "type(val)\n", + "print(type(val))\n", "int(val)\n", "print(val)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " Solution\n", + " The variable val must be reassigned:\n", + " val = int(val)\n", + "
" + ] + }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "45\n", - "347\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(int(45.89)) # convert float to int\n", "print(int('347')) # convert string to int" @@ -505,21 +409,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "invalid literal for int() with base 10: '56.76'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[20], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;124;03m\"\"\"if you want to convert a string to int, the string MUST have\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;124;03mthe form of an integer\"\"\"\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m56.76\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m) \u001b[38;5;66;03m# this one doesn't work!\u001b[39;00m\n", - "\u001b[0;31mValueError\u001b[0m: invalid literal for int() with base 10: '56.76'" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "\"\"\"if you want to convert a string to int, the string MUST have\n", "the form of an integer\"\"\"\n", @@ -530,15 +422,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "56\n" - ] - } - ], + "outputs": [], "source": [ "print(int(float('56.76'))) # this one does, why?" ] @@ -547,18 +431,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4.0" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# The same thing is not true for converting string to float.\n", "# it means the conversion works even if the string doesn't have the form of a \n", @@ -566,13 +439,6 @@ "float('4')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -584,17 +450,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN :** Considering **a = 3.14**, which code results in 3 ?" + "**YOUR TURN :** Considering **a = 3.14**, which code results in 3 ?\n", + "- A : floor(a)\n", + "- B: float(int(a))\n", + "- C : int(10 // a)\n", + "- D : None of above" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "- A : floor(a)\n", - "- B: float(int(a))\n", - "- C : int(10 // a)\n", - "- D : None of above" + "
\n", + " Solution\n", + " The answer is C.\n", + "\n", + " NB: floor is not a in-built function!\n", + "
" ] }, { @@ -613,18 +485,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(type(4524))\n", "print(type('a very good dog'))" @@ -639,20 +502,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type([3, [], {'foo': 'bar'}]) == dict" ] @@ -666,20 +518,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "isinstance('49.890', str) # checking if '49.890' is a string" ] @@ -693,17 +534,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[16] is . It should be either integer or string\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "age_inputs = [11, 14, 13, '12', 12, [16]]\n", "\n", @@ -737,6 +570,28 @@ " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " Solution\n", + "\n", + "age_inputs = [11, 14, 13, '12', 12, [16], {}]\n", + "for age in age_inputs:\n", + " if not isinstance(age, (int, str) ):\n", + " print(f'{age} is {type(age)}. It should be either integer or string')\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -754,8 +609,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -777,5 +631,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From fe21f6b5c9a0fc8fd92f15ac3efbba57f6187c9b Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Wed, 23 Apr 2025 17:04:47 +0200 Subject: [PATCH 3/8] Updated links to python doc in lesson 1 --- Lessons/01-Introduction.ipynb | 44 ++++++++++------------------------- 1 file changed, 12 insertions(+), 32 deletions(-) diff --git a/Lessons/01-Introduction.ipynb b/Lessons/01-Introduction.ipynb index 598202c..7e44732 100644 --- a/Lessons/01-Introduction.ipynb +++ b/Lessons/01-Introduction.ipynb @@ -45,13 +45,6 @@ "**EASY:** You're expected to solve it by yourself. (max 2 min)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -66,13 +59,6 @@ "**So-So:** In case you find it hard to solve, try to ask your friend's opinion. (max 5 min)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -136,7 +122,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Simply put, a programming language is a intermediary language (with its predefined structure) able to translate human language(instructions) to a language understandable by a computer (Hardware).\n", + "Simply put, a programming language is a intermediary language (with its predefined structure) able to translate human language (instructions) to a language understandable by a computer (Hardware).\n", "There are different levels of programming languages, with different scopes which we won't explain here in depth. In the following figure you can see the hierarchy of these languages and the interactions they have with each other.\n", "\n", "[image source](https://www.informationq.com/computer-language-and-its-types/computer-language-and-its-types/)" @@ -217,12 +203,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the previous parts we have seen together why we need a programming language and why we choose Python. Now let's briefly explore the different ways we can \"run\" our codes (algorithms) written in Python. There are four main ways:\n", + "In the previous sections, we explored why we need a programming language and why we chose Python. Now, let’s briefly look at the different ways we can run our Python code (algorithms). There are five main methods:\n", "\n", - "- Running Python directly in command line/ bash\n", - "- Using an IDE (Ex. [IDLE](https://docs.python.org/3/library/idle.html), [PyCharm](https://www.jetbrains.com/pycharm/) and [Spyder](https://www.spyder-ide.org/))\n", - "- Using a Text Editor (Ex. [VsCode](https://code.visualstudio.com/), [Sublime Text](https://www.sublimetext.com/) and [Atom](https://atom.io/))\n", - "- Using a Notebook (Ex. [Jupyter](https://jupyter.org/), [nteract](https://nteract.io/) and [Zeppelin](https://zeppelin.apache.org/))\n", + "- Running Python directly in command line/ bash;\n", + "- Using an IDE (Ex. [IDLE](https://docs.python.org/3/library/idle.html), [PyCharm](https://www.jetbrains.com/pycharm/) and [Spyder](https://www.spyder-ide.org/));\n", + "- Using a Text Editor (Ex. [VsCode](https://code.visualstudio.com/), [Sublime Text](https://www.sublimetext.com/) and [Atom](https://atom.io/));\n", + "- Using a Notebook (Ex. [Jupyter](https://jupyter.org/), [nteract](https://nteract.io/) and [Zeppelin](https://zeppelin.apache.org/));\n", + "- Using web-based online environments that let you write and execute Python code in your browser (Ex. [Google Colab](https://colab.research.google.com/)).\n", "\n", "We can't describe each option in details here: if you want to know more about these tools and how they are different from each other, take a look at the [article](https://medium.com/@navid.nobani/adding-python-to-your-life-choices-everywhere-35bbf435fe5d) I've written about this subject.\n", "\n", @@ -298,18 +285,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\"%\" (Modulus/Remainder) and \"//\" (Floor Division) are two of operators available in Python. Take a look at the [complete list of operations](https://docs.python.org/3.4/library/operator.html#mapping-operators-to-functions) in the Python documentation. The following table summarize the most important ones:\n", + "\"%\" (Modulus/Remainder) and \"//\" (Floor Division) are two of operators available in Python. Take a look at the [complete list of operations](https://docs.python.org/3/library/operator.html#mapping-operators-to-functions) in the Python documentation. The following table summarize the most important ones:\n", "\n", "" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -490,9 +470,9 @@ "metadata": {}, "source": [ "There are 3 rules you should have in mind when defining a new variable:\n", - "- It CAN contain only letters, numbers and underscore(\\_).\n", - "- It MUST start either with a letter or underscore(\\_). It CAN'T start with a number.\n", - "- It CAN'T/SHOULDN'T be a [reserved](https://docs.python.org/2.5/ref/keywords.html) name.\n", + "- It CAN contain only letters, numbers and underscore (\\_).\n", + "- It MUST start either with a letter or an underscore (\\_). It CAN'T start with a number.\n", + "- It CAN'T/SHOULDN'T be a [reserved](https://docs.python.org/3/reference/lexical_analysis.html#keywords) name.\n", "\n", "Let’s clarify that last point. I used **CAN’T/SHOULDN’T** instead of just **CAN’T** because, while you **CAN’T** assign a value to reserved keywords like for (doing so results in a syntax error), you actually CAN assign a value to some built-in function names like print. The key idea is: just because Python allows you to overwrite these names, it doesn’t mean you should! Doing so can break your code in confusing ways, so it’s almost always a very bad idea!" ] @@ -568,7 +548,7 @@ "- abc\n", "- size_before_removing_outliers_from_main_table\n", "\n", - "[more details about variables](https://realpython.com/python-variables/)" + "[More details about variables](https://realpython.com/python-variables/)" ] }, { From 2e3aff726c104d4bb05f982cba6e43ea869d6163 Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Wed, 23 Apr 2025 17:35:24 +0200 Subject: [PATCH 4/8] Review lesson 3 strings --- Lessons/02-Data types.ipynb | 6 +- Lessons/03-Strings.ipynb | 799 +++++++----------------------------- 2 files changed, 158 insertions(+), 647 deletions(-) diff --git a/Lessons/02-Data types.ipynb b/Lessons/02-Data types.ipynb index 29b83e8..9647613 100644 --- a/Lessons/02-Data types.ipynb +++ b/Lessons/02-Data types.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In Python , everything is an object and every object has a type. There are different ways to divide data types. For example, you can divide them into *scalars* which you can't sub-divide into further pieces (like a number) and *non-scalars* which you can sub-divide (like a list of numbers).\n", + "In Python , everything is an object and every object has a type. There are different ways to divide data types. For example, you can divide them into *scalars*, which you can't sub-divide into further pieces (like a number), and *non-scalars* which you can sub-divide (like a list of numbers).\n", "\n", "Another way to categorize them is based on their origin:\n", "\n", @@ -36,7 +36,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Booleans are a core data type of Python, and they consist of only two values: **True** and **False**. Boolean values are mainly used when comparing different values together. (More on comparisons later).\n", + "Booleans are a core data type of Python, and they consist of only two values: **True** and **False**. Boolean values are mainly used when comparing different values together (more on comparisons later).\n", "In Python, True has a value of 1 while False's value is 0. We can check this fact by converting them to integer:" ] }, @@ -73,7 +73,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This is useful for example to check the result of multiple evaluations:" + "This is useful, for example, when checking the result of multiple evaluations:" ] }, { diff --git a/Lessons/03-Strings.ipynb b/Lessons/03-Strings.ipynb index 709895c..0c25280 100644 --- a/Lessons/03-Strings.ipynb +++ b/Lessons/03-Strings.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Strings" + "# Strings" ] }, { @@ -13,171 +13,77 @@ "source": [ "Strings can hold almost anything in character form, including text, symbols, and digits.\n", "\n", - "As an example let's take a look at a list (more on lists later) with 7 strings inside:" + "As an example, let's take a look at a list (more on lists later) containing 7 strings:" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['a simple text',\n", - " 'R3a11ySm4rTP@$swo0rD',\n", - " 'navidnobani',\n", - " '1366',\n", - " '7945-1414 box',\n", - " 'cane',\n", - " 'I really hate these \\n !@$&ing trains']" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "['a simple text',\n", - " \n", - " \n", - "\"R3a11ySm4rTP@$swo0rD\",\n", - " \n", - " \n", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "[\n", + "'a simple text',\n", + "\"R3a11ySm4rTP@$swo0rD\", \n", "'navidnobani',\n", - " \n", - " \n", "'1366',\n", - " \n", - " \n", "'7945-1414 box',\n", - " \n", "\"cane\",\n", - " \n", "\"\"\"I really hate these \n", - " !@$&ing trains\"\"\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\"I'cant sleep\"" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\"I'cant sleep\"" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\"I'cant sleep\"" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "'I\\'cant sleep'" + " !@$&ing trains\"\"\"\n", + "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Roughly, we can define strings as : everything that comes between ' ', \" \" or \"\"\" \"\"\". (Remember that this is a simplistic definition and not the whole story!). You may ask why we need to have three different ways to create a string? that's a good question! While no matter which you use, the outcome is always the same string object (For example for python 'cane', \"cane\" and \"\"\"cane\"\"\" are exactly the same), there are certain situations which you should use them wisely. Suppose we want to create the following string:\n", + "Roughly speaking, we can define strings as anything enclosed in ' ', \" \", or \"\"\" \"\"\" (though this is a simplified explanation). You might ask, why are there three different ways to define a string? Good question! While they all produce the same type of string object (for example, 'cane', \"cane\", and \"\"\"cane\"\"\" are identical in Python), each format is useful in different situations.\n", + "\n", + "Let’s say we want to create the following string:\n", "\n", "> **I can't go to work today**\n", "\n", - "let's try to use \" \" first:" + "Let’s first try using double quotes:" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\"I can't go to work today\"" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "\"I can't go to work today\" # works perfectly!" + "\"I can't go to work today\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "and now \"\"\" \"\"\":" + "This works perfectly! And now \"\"\" \"\"\":" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\"I can't go to work today\"" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "\"\"\"I can't go to work today\"\"\" # another success! :D" + "\"\"\"I can't go to work today\"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "and finally ' ' :" + "Another success! And finally, using single quotes:" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unterminated string literal (detected at line 1) (2881694459.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[12], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m 'I can't go to work today'\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unterminated string literal (detected at line 1)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "'I can't go to work today'" ] @@ -186,40 +92,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Wait, what is **invalid syntax** now! We get such an error when Python thinks what you have written doesn't make sense! To understand better what is a **Syntax Error** let's see an example of natural language:\n", + "Wait, what is **invalid syntax** now! We get such an error when Python thinks what you have written doesn't make sense! To better understand what a **Syntax Error** is, let's see a natural language example:\n", + "\n", "- This is a correct sentence $\\rightarrow $ *Marco easts sandwich* $\\rightarrow $ (noun) (verb) (noun)\n", "- This is a **Syntactically wrong** sentence $\\rightarrow $ *Marco cat sandwich* $\\rightarrow $ (noun) (noun) (noun)\n", "\n", - "So does it mean any (noun) (verb) (noun) gives us a correct combination? Yes and No! Yes because (noun) (verb) (noun) is a **Syntactically correct** sentence but it might still be meaningless $\\rightarrow $ Marco listens sandwich ( It has a **static semantic error** )\n", + "So does it mean any (noun) (verb) (noun) gives us a correct combination? Yes and No! Yes because (noun) (verb) (noun) is a **Syntactically correct** sentence but it might still be meaningless $\\rightarrow $ Marco listens sandwich (it has a **static semantic error**)\n", "\n", "The same thing exists in Python:\n", "- *'Seven'11* is Syntactically wrong because Python can't understand what do you mean by (str)(int) $\\rightarrow $ **SyntaxError**\n", - "\n", "- *'seven' * 'two'* is also wrong but not Syntactically because although Python can understand what is your goal, (multiplying two strings) it can't do it $\\rightarrow $ **TypeError**\n", "\n", + "Back to our example in the last cell, can you spot the problem? (Of course you can!)\n", + "We’re dealing with a string that contains quotes, and Python gets confused about where the string starts and ends. There are two common ways to fix this:\n", "\n", - "Back to our exampole in the last cell, can you figure out what is the problem? (of course you can!)\n", - "There are two solutions here:\n", - "- using alternative strings as we did before (' ' or \" \" )\n", - "- using a character scape : In Python (and other programming languages) certain characters has a reserved role. It means not all the characters for python have the same characteristic behind the scene. In order to force Python to ignore the special role of certain characters like **\\'** or **\\\"** we can use a backslash :" + "- Use alternative quote styles: for example, use single quotes '...' if the string contains double quotes, or vice versa.\n", + "- Use an escape character: In Python (and many other languages) some characters have a reserved role. To tell Python to treat these characters as regular text, we use a backslash (\\\\). So if you want to include a quote inside a string, you write it like this: **\\\\'** or **\\\\\"**:" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\"I can't go to work today\"" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "'I can\\'t go to work today'" ] @@ -233,18 +128,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unterminated string literal (detected at line 1) (3438523979.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[14], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m 'some\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unterminated string literal (detected at line 1)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "'some\n", "thing\n", @@ -253,18 +139,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unterminated string literal (detected at line 1) (1782343400.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[15], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m \"some\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unterminated string literal (detected at line 1)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "\"some\n", "thing\n", @@ -273,126 +150,46 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "just\n", - "write\tsomething\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "print('just\\nwrite\\tsomething')" + "print(\"\"\"some\n", + "thing\n", + "long\"\"\")" ] }, { - "cell_type": "code", - "execution_count": 17, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'a' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[17], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43ma\u001b[49m)\n", - "\u001b[0;31mNameError\u001b[0m: name 'a' is not defined" - ] - } - ], "source": [ - "print(a)" + "Therefore, triple quotes can be used for multi-line strings!\n", + "There are other ways to insert endlines in strings, for example:" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "some\n", - "thing\n", - "long\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "print(\"\"\"some\n", - "thing\n", - "long\"\"\")" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'some\\nthing\\nlong'" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\"\"\"some\n", - "thing\n", - "long\"\"\"" + "print('just\\nwrite\\tsomething')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Well' it seems working but what are those weird **\\n** s in the middle? **\\n** is one of the [Python literals](https://docs.python.org/2.0/ref/strings.html) that is used to indicated a new line. We don't go into details here but remember what we have said before about the characters with special meaning and how sometimes we need to escape them. As the last example let's try to make a string of the current notebook's path:\n", + "Well, it seems to be working but what are those weird **\\n** s in the middle? **\\n** is one of the [Python literals](https://docs.python.org/3/reference/lexical_analysis.html#escape-sequences) that is used to indicated a new line. We don't go into details here but remember what we have said before about the characters with special meaning and how sometimes we need to escape them. As the last example, let's try to make a string representing a file's absolute path:\n", "\n", "**C:\\Documents\\Newsletters\\Summer2018.pdf**" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ciao\\ciao\n" - ] - } - ], - "source": [ - "print('ciao\\ciao')" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "(unicode error) 'unicodeescape' codec can't decode bytes in position 12-13: malformed \\N character escape (1334344037.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[21], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m print('C:\\Documents\\Newsletters\\Summer2018.pdf')\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m (unicode error) 'unicodeescape' codec can't decode bytes in position 12-13: malformed \\N character escape\n" - ] - } - ], + "outputs": [], "source": [ "print('C:\\Documents\\Newsletters\\Summer2018.pdf')" ] @@ -401,69 +198,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you can see we're getting a SyntaxError again. The reason is that Python thinks we want to use \\n but we wrote \\N instead. Since our goal here is not to indicate a new line (\\n) but to use **\\\\** as part of string, we need to escape this special character. How can we do it?\n", + "As you can see we're getting a SyntaxError again. The reason is that Python thinks we want to use \\n but we wrote \\N instead. Since our goal here is not to indicate a new line (\\n) but to use **\\\\** as part of the string, we need to escape this special character. How can we do it?\n", "\n", "By using **\\\\** itself! When Python sees **\\\\** is understands that you don't want to use special meaning of **\\\\** but you actually need to use backslash itself:" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'C:\\\\Documents\\\\Newsletters\\\\Summer2018.pdf'" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "'C:\\Documents\\\\Newsletters\\Summer2018.pdf'" - ] - }, - { - "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "C:\\Documents\\Newsletters\\Summer2018.pdf\n" - ] - } - ], + "outputs": [], "source": [ - "print('C:\\Documents\\\\Newsletters\\Summer2018.pdf')" + "'C:\\\\Documents\\\\Newsletters\\\\Summer2018.pdf'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Before going to the next part which is about string operations, let's do quick recap about what we have seen before. As you remember we've said that we can convert floats to integers (cast them) and vice versa and also a string to float or integer. The same thing exists in the contrary way: we can convert integers and floats to strings:" + "Before going to the next part which is about string operations, let's do a quick recap about what we have seen before. As you remember we've said that we can convert floats to integers (cast them) and vice versa and also a string to float or integer. The same thing exists in the contrary way: we can convert integers and floats to strings:" ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "73456\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "customer_id = 73456\n", "print(customer_id)\n", @@ -472,38 +232,18 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "43" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "int('43')" ] }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "73456\n", - "\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "customer_id_str = str(customer_id)\n", "print(customer_id_str)\n", @@ -514,44 +254,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Common string operations" + "## Common string operations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Having a string, you can apply on it a wide variety of string methods in order to modify it. There are dozens of operations which you can find [here](https://docs.python.org/2/library/string.html). We'll see together the mostly used ones:" + "Having a string, you can apply a wide variety of string methods in order to modify it. There are dozens of operations which you can find [here](https://docs.python.org/3/library/string.html). We'll see together the mostly used ones." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Split" + "### Split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Returns a list of pieces of original string cut on the indicated string." + "Returns a list of substrings, cutting the original string at the indicated character:" ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "This is a Python course\n", - "['This', 'is', 'a', 'Python', 'course']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "text = 'This is a Python course'\n", "print(text)\n", @@ -559,20 +290,18 @@ "print(text)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The \"sep\" indication denotes an optional variable for the split function. The default separation will split on any whitespace - use help(str.split) for details. Changing the separation characted:" + ] + }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I saw the guy, and suddenly he disappeared\n", - "['I saw the guy', ' and suddenly he disappeared']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "text = 'I saw the guy, and suddenly he disappeared'\n", "print(text)\n", @@ -584,7 +313,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Slicing" + "### Slicing" ] }, { @@ -617,40 +346,18 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'New York'" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "'New York'" ] }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'York'" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "t = 'New York'\n", "t[4:]" @@ -658,21 +365,9 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "E\n", - "NEW\n", - "\n", - "NEW\n", - "YORK\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "text = 'NEW YORK'\n", "print(text[1]) # E: second letter\n", @@ -695,20 +390,9 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "E\n", - "NEW\n", - "YORK\n", - "NEW\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "text = 'NEW YORK'\n", "print(text[-7]) # E: second letter\n", @@ -726,19 +410,9 @@ "Slicing has other options which give you more control. We won't cover them here but in this [site](https://www.pythoncentral.io/cutting-and-slicing-strings-in-python/) you can find some interesting examples." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n", - "\n", - "\n" - ] - }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -747,20 +421,9 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'h'" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "parola[-2]" ] @@ -769,7 +432,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Replace" + "### Replace" ] }, { @@ -781,17 +444,9 @@ }, { "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "I love my cat and my little dog\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "text = 'I love my dog and my little dog'\n", "print(text.replace('dog', 'cat', 1))" @@ -799,20 +454,9 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'tavolo gatto'" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "t = 'tavolo cavolo'\n", "t.replace('cavolo', 'gatto')" @@ -822,29 +466,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Concatenation" + "### Concatenation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "concatenation allows you to create new strings but concatenating existing string together , using \"+\":" + "Concatenation allows you to create new strings by concatenating existing string together, using \"+\":" ] }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hello World!\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "text_1 = 'Hello'\n", "text_2 = 'World!'\n", @@ -857,60 +493,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", - "\n", - " \n", - " " + "### Strip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Strip" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Removes the given string from the beginning and end of the original string. Note: Like split( ) function, the default value of strip( ) function is space so if you run my_text.strip( ), it cleans my_text string from starting and ending spaces." + "Removes the given string from the beginning and end of the original string. Note: like the split( ) function, the default value of strip( ) is the whitespace, so if you run my_text.strip( ), it cleans my_text string from starting and ending spaces." ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "print()" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Pirelli Spa\n", - "Continental\n", - "Python***\n" - ] - } - ], + "outputs": [], "source": [ "text_1 = ' Pirelli Spa '\n", "print(text_1.strip())\n", @@ -922,16 +519,6 @@ "print(text_3.lstrip('*')) # There is also \"rsplit\"" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n", - "\n", - "\n" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -943,7 +530,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Printing a string" + "### Printing a string" ] }, { @@ -955,25 +542,9 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "something\n", - "----------------------------------------\n", - "just a short text\n", - "----------------------------------------\n", - "My name is Navid\n", - "----------------------------------------\n", - "University of Bicocca\n", - "----------------------------------------\n", - "folder1/folder2/folder3/file\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print('something')\n", "print('-'*40)\n", @@ -1004,7 +575,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### String length" + "### String length" ] }, { @@ -1016,19 +587,9 @@ }, { "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7\n", - "6\n", - "7\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(len('bicocca'))\n", "print(len('AC DC!'))\n", @@ -1051,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1061,49 +622,33 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "x = source[9]" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'pPHpPHpPHsSHsSHsSHcCHcCHcC'" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "target.replace(' ', x)" + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", - " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", - " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + "
\n", + "Solution\n", + "\n", + "x = source[9]\n", + "target.replace(' ', x)\n", + "\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Other operations" + "### Other operations" ] }, { @@ -1115,19 +660,9 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "milan\n", - "MILAN\n", - "Milan\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "text = 'MilaN'\n", "print(text.lower())\n", @@ -1144,21 +679,9 @@ }, { "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "unsupported operand type(s) for -: 'str' and 'int'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[50], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcat\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\n", - "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for -: 'str' and 'int'" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "'cat' - 3" ] @@ -1172,20 +695,9 @@ }, { "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'catcatcat'" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "'cat' * 3" ] @@ -1206,8 +718,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -1229,5 +740,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From 28730452994218b6748d2e3703af92da4d80887d Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Wed, 23 Apr 2025 18:14:32 +0200 Subject: [PATCH 5/8] Reviewed lessons on data structures Also fixed code format in markdown cells for uniformity. --- Lessons/01-Introduction.ipynb | 2 +- Lessons/02-Data types.ipynb | 24 +-- Lessons/03-Strings.ipynb | 30 +-- Lessons/04-Lists.ipynb | 342 +++++++++------------------------- Lessons/05-Dictionaries.ipynb | 114 +++++------- Lessons/06-Tupels.ipynb | 71 ++----- Lessons/07-Sets.ipynb | 201 +++++--------------- 7 files changed, 232 insertions(+), 552 deletions(-) diff --git a/Lessons/01-Introduction.ipynb b/Lessons/01-Introduction.ipynb index 7e44732..f4306d2 100644 --- a/Lessons/01-Introduction.ipynb +++ b/Lessons/01-Introduction.ipynb @@ -409,7 +409,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Unlike C and Java, which are statically typed languages, Python is a dynamically typed language. This means that variables are not restricted to a single data type—you can assign different objects with different data types to the same variable (though not at the same time). You can read more about this topic [here](https://wiki.python.org/moin/Why%20is%20Python%20a%20dynamic%20language%20and%20also%20a%20strongly%20typed%20language).\n", + "Unlike C and Java, which are statically typed languages, Python is a dynamically typed language. This means that variables are not restricted to a single data type, you can assign different objects with different data types to the same variable (though not at the same time). You can read more about this topic [here](https://wiki.python.org/moin/Why%20is%20Python%20a%20dynamic%20language%20and%20also%20a%20strongly%20typed%20language).\n", "\n", "Let's define a variable and assign a number to it: " ] diff --git a/Lessons/02-Data types.ipynb b/Lessons/02-Data types.ipynb index 9647613..17e6ea6 100644 --- a/Lessons/02-Data types.ipynb +++ b/Lessons/02-Data types.ipynb @@ -36,8 +36,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Booleans are a core data type of Python, and they consist of only two values: **True** and **False**. Boolean values are mainly used when comparing different values together (more on comparisons later).\n", - "In Python, True has a value of 1 while False's value is 0. We can check this fact by converting them to integer:" + "Booleans are a core data type of Python, and they consist of only two values: `True` and `False`. Boolean values are mainly used when comparing different values together (more on comparisons later).\n", + "In Python, `True` has a value of 1 while `False`'s value is 0. We can check this fact by converting them to `int`:" ] }, { @@ -54,7 +54,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The int function is used to parse (or convert) compatible objects into integers. On the countrary, every non-zero value (or object different from None) is mapped to True:" + "The `int` function is used to parse (or convert) compatible objects into integers. On the countrary, every non-zero value (or object different from None) is mapped to True:" ] }, { @@ -181,7 +181,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can easily check if a number is integer or not. The only thing you need to do is use **_type( )_** built-in function (more on built-in functions later) . The result should be **_int_** as you see below:" + "You can easily check if a number is integer or not. The only thing you need to do is use the built-in function `type( )` (more on built-in functions later) . The result should be `int` as you see below:" ] }, { @@ -357,7 +357,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Using **_float( )_** and **_int( )_** we can convert integers to floats and vice versa. " + "Using `float( )` and `int( )` we can convert integers to floats and vice versa. " ] }, { @@ -434,8 +434,7 @@ "outputs": [], "source": [ "# The same thing is not true for converting string to float.\n", - "# it means the conversion works even if the string doesn't have the form of a \n", - "# float\n", + "# it means the conversion works even if the string doesn't have the form of a float\n", "float('4')" ] }, @@ -450,7 +449,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN :** Considering **a = 3.14**, which code results in 3 ?\n", + "**YOUR TURN :** Considering **a = 3.14**, which code results in 3?\n", "- A : floor(a)\n", "- B: float(int(a))\n", "- C : int(10 // a)\n", @@ -513,7 +512,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A more Pythonic way to do so is to use `.isinstance` built-in function:" + "A more Pythonic way to do so is to use `isinstance` built-in function:" ] }, { @@ -585,13 +584,6 @@ "\n", "" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/Lessons/03-Strings.ipynb b/Lessons/03-Strings.ipynb index 0c25280..38ec738 100644 --- a/Lessons/03-Strings.ipynb +++ b/Lessons/03-Strings.ipynb @@ -38,7 +38,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Roughly speaking, we can define strings as anything enclosed in ' ', \" \", or \"\"\" \"\"\" (though this is a simplified explanation). You might ask, why are there three different ways to define a string? Good question! While they all produce the same type of string object (for example, 'cane', \"cane\", and \"\"\"cane\"\"\" are identical in Python), each format is useful in different situations.\n", + "Roughly speaking, we can define strings as anything enclosed in `'`, `\"`, or `\"\"\"` (though this is a simplified explanation). You might ask, why are there three different ways to define a string? Good question! While they all produce the same type of string object (for example, `'cane'`, `\"cane\"`, and `\"\"\"cane\"\"\"` are identical in Python), each format is useful in different situations.\n", "\n", "Let’s say we want to create the following string:\n", "\n", @@ -60,7 +60,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This works perfectly! And now \"\"\" \"\"\":" + "This works perfectly! And now `\"\"\"`:" ] }, { @@ -107,7 +107,7 @@ "We’re dealing with a string that contains quotes, and Python gets confused about where the string starts and ends. There are two common ways to fix this:\n", "\n", "- Use alternative quote styles: for example, use single quotes '...' if the string contains double quotes, or vice versa.\n", - "- Use an escape character: In Python (and many other languages) some characters have a reserved role. To tell Python to treat these characters as regular text, we use a backslash (\\\\). So if you want to include a quote inside a string, you write it like this: **\\\\'** or **\\\\\"**:" + "- Use an escape character: In Python (and many other languages) some characters have a reserved role. To tell Python to treat these characters as regular text, we use a backslash (`\\`). So if you want to include a quote inside a string, you write it like this: `\\'` or `\\\"`:" ] }, { @@ -180,9 +180,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Well, it seems to be working but what are those weird **\\n** s in the middle? **\\n** is one of the [Python literals](https://docs.python.org/3/reference/lexical_analysis.html#escape-sequences) that is used to indicated a new line. We don't go into details here but remember what we have said before about the characters with special meaning and how sometimes we need to escape them. As the last example, let's try to make a string representing a file's absolute path:\n", + "Well, it seems to be working but what are those weird `\\n` s in the middle? `\\n` is one of the [Python literals](https://docs.python.org/3/reference/lexical_analysis.html#escape-sequences) that is used to indicated a new line. We don't go into details here but remember what we have said before about the characters with special meaning and how sometimes we need to escape them. As the last example, let's try to make a string representing a file's absolute path:\n", "\n", - "**C:\\Documents\\Newsletters\\Summer2018.pdf**" + "> `C:\\Documents\\Newsletters\\Summer2018.pdf`" ] }, { @@ -198,9 +198,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you can see we're getting a SyntaxError again. The reason is that Python thinks we want to use \\n but we wrote \\N instead. Since our goal here is not to indicate a new line (\\n) but to use **\\\\** as part of the string, we need to escape this special character. How can we do it?\n", + "As you can see we're getting a SyntaxError again. The reason is that Python thinks we want to use `\\n` but we wrote `\\N` instead. Since our goal here is not to indicate a new line (`\\n`) but to use `\\` as part of the string, we need to escape this special character. How can we do it?\n", "\n", - "By using **\\\\** itself! When Python sees **\\\\** is understands that you don't want to use special meaning of **\\\\** but you actually need to use backslash itself:" + "By using `\\` itself! When Python sees `\\\\` it understands that you don't want to use special meaning of `\\` but you actually need to use backslash itself:" ] }, { @@ -439,7 +439,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Returns a new version of the original string in which the str_to_be_replaced instances are replaced with str_to_be_replaced_with:" + "Returns a new version of the original string in which the `str_to_be_replaced` instances are replaced with `str_to_be_replaced_with`:" ] }, { @@ -473,7 +473,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Concatenation allows you to create new strings by concatenating existing string together, using \"+\":" + "Concatenation allows you to create new strings by concatenating existing string together, using `+`:" ] }, { @@ -500,7 +500,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Removes the given string from the beginning and end of the original string. Note: like the split( ) function, the default value of strip( ) is the whitespace, so if you run my_text.strip( ), it cleans my_text string from starting and ending spaces." + "Removes the given string from the beginning and end of the original string. Note: like the `split()` function, the default value of `strip()` is the whitespace, so if you run `my_text.strip()`, it cleans the `my_text` string from starting and ending spaces." ] }, { @@ -523,7 +523,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Although not string operations, **print** and **len** function are Python built-in functions (more on this later) which can be used with different data types like strings, numbers, lists,..." + "Although not string operations, `print` and `len` function are Python built-in functions (more on this later) which can be used with different data types like strings, numbers, lists,..." ] }, { @@ -537,7 +537,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**print** function prints(!) the input to the stdout(standard output). Note that not all the Python objects can be printed out." + "The `print` function prints(!) the input to the `stdout` (standard output). Note that not all the Python objects can be printed out." ] }, { @@ -582,7 +582,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**len** returns the number of characters in the given string:" + "`len` returns the number of characters in the given string:" ] }, { @@ -607,7 +607,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN :** Replace the spaces in the **target** with the 10th character of the **source**:" + "**YOUR TURN :** Replace the spaces in the `target` with the 10th character of the `source`:" ] }, { @@ -674,7 +674,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Being a strongly typed language, Python doesn't let you to use operations on objects unrelated to them. For example \"'Cat' + 3\" gives you a \"TypeError\" since addition operation is for numerical objects not strings:" + "Being a strongly typed language, Python doesn't let you to use operations on objects unrelated to them. For example \"'Cat' + 3\" gives you a `TypeError` since addition operation is for numerical objects not strings:" ] }, { diff --git a/Lessons/04-Lists.ipynb b/Lessons/04-Lists.ipynb index 57aaefd..4b16a5b 100644 --- a/Lessons/04-Lists.ipynb +++ b/Lessons/04-Lists.ipynb @@ -4,14 +4,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Lists" + "# Lists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Lists are one of the most common sequence objects in Python which provide a collection of arbitrary type objects. Lists have several characteristics, like:\n", + "Lists are one of the most common sequence objects in Python, providing a collection of arbitrary type objects. Lists have several characteristics, like:\n", "- List can contain objects with different data types in the same time.\n", "- They are mutable.\n", "- There is no limit for their length." @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -28,9 +28,16 @@ "list_C = [134.05, 87.13, 109, 13.14, 530000, 19]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A list can contain other lists:" + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -41,32 +48,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "let's use some of functions we have used with Strings, this time with lists:" + "Let's use some of the functions we have used with Strings, this time with lists:" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 'A', 234, 'BATMAN']\n", - "3\n", - "13.14\n", - "['A', 234]\n", - "['Na', ' Nana', 'Nanana']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(list_A) # print\n", "print(len(list_B)) # len\n", "print(list_C[3]) # slice : asking for just one item\n", "print(list_A[1:3]) # we're asking two items so the result will be a list\n", - "print(list_B[:])" + "print(list_B[:]) # performs a copy!" ] }, { @@ -78,40 +73,18 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'aagg'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "'aa' + 'gg'" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[1, 'ABC', 1.0, [4, 98, 11.567]]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "[1, 'ABC'] + [1.0, [4, 98, 11.567]]\n", "# the same result can be achieved by using the following :\n", @@ -122,22 +95,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Using **append** method we can add new items to the end of a list:" + "Using the `append` method we can add new items to the end of a list:" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['A', 'B', 'C', 'D']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "my_list = ['A', 'B', 'C']\n", "word = 'D'\n", @@ -149,22 +114,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "While append adds the new item at the end of the list, using **insert** you can insert the item in any inex you want:" + "While append adds the new item at the end of the list, using `insert` you can insert the item in any inex you want:" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['a', 'bar', 'foo', 'ham']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "my_list = ['a', 'bar', 'foo']\n", "my_list.insert(len(my_list), 'ham') # it's equal to my_list.append('ham')\n", @@ -173,23 +130,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[4, 5, 1, 9]\n", - "[9, 5, 4, 1]\n", - "[1, 4, 5, 9]\n", - "------------------------------\n", - "[4, 9, 1, 8, 0]\n", - "[0, 1, 4, 8, 9]\n", - "[4, 9, 1, 8, 0]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "small = [4, 5, 1, 9]\n", "print(small)\n", @@ -212,22 +155,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**remove**, **pop** and **del** are used to remove an item from a list:" + "`remove`, `pop` and `del` are used to remove an item from a list:" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['B', 'C', 'A', 'D', 'A']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# remove\n", "\n", @@ -238,54 +173,40 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 2, 4, 5, 6]\n", - "[1, 2, 3, 4, 5]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# pop\n", "\n", "list_2 = [1, 2, 3, 4, 5, 6]\n", + "print(f\"original: {list_2}\")\n", "list_2.pop(2)\n", - "print(list_2)\n", + "print(\"list_2.pop(2):\", list_2)\n", "\n", "list_2 = [1, 2, 3, 4, 5, 6]\n", + "print(f\"original: {list_2}\")\n", "list_2.pop()\n", - "print(list_2)" + "print(\"list_2.pop():\", list_2)" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1, 2, 4, 5, 6]\n", - "[1, 2, 3]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# del\n", "\n", "list_2 = [1, 2, 3, 4, 5, 6]\n", + "print(f\"original: {list_2}\")\n", "del list_2[2]\n", - "print(list_2)\n", + "print(\"del list[2]:\", list_2)\n", "\n", + "print(f\"original: {list_2}\")\n", "list_2 = [1, 2, 3, 4, 5, 6]\n", "del list_2[3:]\n", - "print(list_2)" + "print(\"del list[2]:\", list_2)" ] }, { @@ -297,17 +218,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['spam', 'ham', 'bar', 'foo']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "some_list = ['spam', 'ham', 'car', 'foo']\n", "some_list[2] = 'bar'\n", @@ -323,17 +236,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "True\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "target_1 = 11\n", "my_vals = [1, 56, 876, 32, 11, 6, 9]\n", @@ -345,36 +250,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It may seems useless since you can easily see if a certain value exists in a list but remember that not always deal with small lists which you can simply visualize. \n", + "It may seems useless since you can easily see if a certain value exists in a list, but remember that we don't always deal with small lists which you can simply visualize. \n", "\n", - "By using **not in** instead of **in** we can check if an item doesn't exists in a list:" + "By using `not in` instead of `in` we can check if an item doesn't exists in a list:" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "False\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "target_2 = 32\n", "print(target_2 not in my_vals)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -386,30 +276,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN :** Using slicing, get the letter **x** from final_list :" + "**YOUR TURN :** Using slicing, get the letter `x` from `final_list`:" ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Original : [1, 4, 8, 'foo']\n", - "First change : [1, 4, ['ham', '1', 2, 6], 'foo']\n", - "Second change : [1, 4, ['ham', '1', 2, ['4', '2', 'xyz', '6']], 'foo']\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "my_list = [1, 4, 8, 'foo']\n", "your_list = ['ham', '1', 2, 6]\n", "his_list = ['4', '2', 'xyz', '6']\n", "\n", - "\n", "print(f'Original : {my_list}')\n", "my_list[-2] = your_list\n", "\n", @@ -420,26 +299,6 @@ "final_list = my_list" ] }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[1, 4, ['ham', '1', 2, ['4', '2', 'xyz', '6']], 'foo']" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "final_list" - ] - }, { "cell_type": "code", "execution_count": null, @@ -455,7 +314,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## List comprehension" + "
\n", + " Solution\n", + " final_list[2][3][2][0]\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# List comprehension" ] }, { @@ -488,7 +357,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Examples\n", + "## Examples\n", "\n", "\n", "Creating a list of squares for numbers from 0 to 9:" @@ -496,17 +365,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0, 1, 4, 9, 16, 25, 36, 49, 64, 81]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "squares = [x**2 for x in range(10)]\n", "print(squares)" @@ -516,24 +377,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### With Condition\n", + "### With Condition\n", "\n", "Creating a list of squares for even numbers from 0 to 9:" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0, 4, 16, 36, 64]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "even_squares = [x**2 for x in range(10) if x % 2 == 0]\n", "print(even_squares)" @@ -543,24 +396,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Using Multiple Iterables\n", + "### Using Multiple Iterables\n", "\n", "Creating a list of tuples pairing numbers from two lists if they are not equal:" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[(1, 3), (1, 2), (2, 3), (2, 1), (3, 2), (3, 1)]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "list1 = [1, 2, 3]\n", "list2 = [3, 2, 1]\n", @@ -572,12 +417,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Advantages\n", + "## Advantages\n", "\n", "- **Conciseness and Readability:** Reduces the lines of code.\n", "- **Efficiency:** Faster than using a for-loop in many cases.\n", "\n", - "### Caution\n", + "## Caution\n", "\n", "While list comprehension can make your code more concise, using it in very complex scenarios can reduce readability. If your comprehension gets too complicated, it might be better to use a regular for-loop for clarity." ] @@ -598,8 +443,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -621,5 +465,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Lessons/05-Dictionaries.ipynb b/Lessons/05-Dictionaries.ipynb index 8cef60a..36f193d 100644 --- a/Lessons/05-Dictionaries.ipynb +++ b/Lessons/05-Dictionaries.ipynb @@ -4,23 +4,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Dictionaries" + "# Dictionaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Dictionaries in Python are powerful data structures used to store and manage data in a key-value pair format. Each key-value pair maps the key to its associated value. Dictionaries are mutable, which means you can modify them after their creation. They are indexed by keys, which must be immutable types (e.g., strings, numbers, or tuples with immutable elements) and unique within a dictionary.\n", - "\n", - "### Basic Syntax\n", + "Dictionaries in Python are powerful data structures used to store and manage data in a key-value pair format. Each key-value pair maps the key to its associated value. Dictionaries are mutable, which means you can modify them after their creation. They are indexed by keys, which must be immutable types (e.g., strings, numbers, or tuples with immutable elements) and unique within a dictionary." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Basic Syntax\n", "\n", - "A dictionary in Python can be created using curly braces `{}` with pairs separated by commas, and a colon `:` separates each key from its value:" + "A dictionary in Python can be created using curly braces `{}` with pairs separated by commas, and a colon `:` separating each key from its value:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -34,31 +39,23 @@ "Alternatively, you can use the `dict()` constructor:\n", "\n", "\n", - "my_dict = dict(key1='value1', key2='value2')" + "> `my_dict = dict(key1='value1', key2='value2')`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Accessing Elements\n", + "## Accessing Elements\n", "\n", "You can access a value by referencing its key in square brackets `[]`:" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "value1\n" - ] - } - ], + "outputs": [], "source": [ "print(my_dict['key1']) # Output: value1" ] @@ -72,18 +69,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "None\n", - "default_value\n" - ] - } - ], + "outputs": [], "source": [ "print(my_dict.get('nonexistent_key'))\n", "print(my_dict.get('nonexistent_key', 'default_value'))" @@ -93,14 +81,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Adding and Modifying Elements\n", + "## Adding and Modifying Elements\n", "\n", "You can add a new key-value pair or modify an existing one by assigning a value to a key:" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -112,14 +100,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Removing Elements\n", + "## Removing Elements\n", "\n", "Use the `del` statement to remove a key-value pair by specifying its key:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -135,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -146,24 +134,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Iterating Over a Dictionary\n", + "We can use popitems to pop 2-tuple values in LIFO order" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ex1 = {\"a\": 12, \"b\": 23, \"c\": [1,2,3,], (1,2): {}}\n", + "print(ex1.popitem())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Iterating Over a Dictionary\n", "\n", "You can iterate over a dictionary using a loop. By default, looping over a dictionary iterates over its keys:" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "new_key new_value\n" - ] - } - ], + "outputs": [], "source": [ "for key in my_dict:\n", " print(key, my_dict[key])" @@ -178,17 +175,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "new_key new_value\n" - ] - } - ], + "outputs": [], "source": [ "for key, value in my_dict.items():\n", " print(key, value)" @@ -198,14 +187,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Dictionary Comprehensions\n", + "## Dictionary Comprehensions\n", "\n", "Similar to list comprehensions, dictionary comprehensions allow you to create dictionaries using an expressive and concise syntax:" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -216,15 +205,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This creates a dictionary where each key is a number from 0 to 5, and each value is the square of the key.\n", - "\n", - "### Useful Dictionary Methods" + "This creates a dictionary where each key is a number from 0 to 5, and each value is the square of the key." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "## Useful Dictionary Methods\n", + "\n", "- `keys()`: Returns a view object containing the dictionary's keys.\n", "- `values()`: Returns a view object containing the dictionary's values.\n", "- `items()`: Returns a view object containing tuples of (key, value) pairs.\n", @@ -255,8 +244,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -278,5 +266,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Lessons/06-Tupels.ipynb b/Lessons/06-Tupels.ipynb index 9b8d125..587aa44 100644 --- a/Lessons/06-Tupels.ipynb +++ b/Lessons/06-Tupels.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Tuples" + "# Tuples" ] }, { @@ -13,14 +13,14 @@ "source": [ "Tuples are a fundamental data structure that can store a sequence of values. Tuples are similar to lists, but with one crucial difference: tuples are immutable. This means that once a tuple is created, its contents cannot be changed, added to, or removed. Tuples are defined by enclosing the elements in parentheses `()`.\n", "\n", - "### Basic Syntax\n", + "## Basic Syntax\n", "\n", "To create a tuple, you place the elements within parentheses `()`, separated by commas:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -47,24 +47,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Accessing Elements\n", + "## Accessing Elements\n", "\n", "Tuples are indexed in the same way as lists, with the first element at index 0:" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "hello\n" - ] - } - ], + "outputs": [], "source": [ "print(my_tuple[1]) " ] @@ -78,17 +70,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 'hello')\n" - ] - } - ], + "outputs": [], "source": [ "print(my_tuple[0:2])" ] @@ -97,24 +81,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Immutability\n", + "## Immutability\n", "\n", "The immutability of tuples means you cannot change, add, or remove items after the tuple is created. Attempting to do so will raise a `TypeError`. However, if a tuple contains mutable objects, such as lists, those mutable objects can be modified:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, ['a', 3])\n" - ] - } - ], + "outputs": [], "source": [ "tuple_with_list = (1, [2, 3])\n", "tuple_with_list[1][0] = 'a' # This is allowed\n", @@ -125,7 +101,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Operations and Methods\n", + "## Operations and Methods\n", "\n", "- **Concatenation**: You can concatenate tuples using the `+` operator to create a new tuple.\n", "- **Repetition**: The `*` operator can be used to repeat a tuple a specified number of times.\n", @@ -134,28 +110,20 @@ "- **Count**: The `.count(x)` method returns the number of times `x` appears in the tuple.\n", "- **Index**: The `.index(x)` method returns the index of the first occurrence of `x` in the tuple.\n", "\n", - "### Use Cases\n", + "## Use Cases\n", "\n", "Due to their immutability, tuples are often used to store data that shouldn't change over the course of a program, such as function arguments, or when returning multiple values from a function. Their immutability also makes them slightly faster than lists when iterating through large amounts of data.\n", "\n", - "### Example: Swapping Values\n", + "## Example: Swapping Values\n", "\n", "Tuples can be used to swap the values of two variables in a concise way:" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10 5\n" - ] - } - ], + "outputs": [], "source": [ "a = 5\n", "b = 10\n", @@ -186,8 +154,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -209,5 +176,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Lessons/07-Sets.ipynb b/Lessons/07-Sets.ipynb index ef151a3..afd836d 100644 --- a/Lessons/07-Sets.ipynb +++ b/Lessons/07-Sets.ipynb @@ -5,16 +5,24 @@ "id": "b54ac915", "metadata": {}, "source": [ - "Sets are unordered collections of unique elements. They are useful for performing mathematical set operations like union, intersection, difference, and symmetric difference. Sets are defined by enclosing elements in curly braces `{}` or by using the `set()` constructor. It's important to note that, unlike lists and tuples, sets do not allow duplicate elements and are not indexed.\n", + "# Sets\n", "\n", - "### Basic Syntax\n", + "Sets are unordered collections of unique elements. They are useful for performing mathematical set operations like union, intersection, difference, and symmetric difference. Sets are defined by enclosing elements in curly braces `{}` or by using the `set()` constructor. It's important to note that, unlike lists and tuples, sets do not allow duplicate elements and are not indexed." + ] + }, + { + "cell_type": "markdown", + "id": "c45b4775-c6dc-449a-8176-5ee6f98b240f", + "metadata": {}, + "source": [ + "## Basic Syntax\n", "\n", "Creating a set with curly braces:" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "f15b4090", "metadata": {}, "outputs": [], @@ -32,18 +40,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "943982c3", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "set()\n" - ] - } - ], + "outputs": [], "source": [ "empty_set = set()\n", "print(empty_set)" @@ -54,26 +54,17 @@ "id": "8cc1aab3", "metadata": {}, "source": [ - "### Adding and Updating Elements\n", + "## Adding and Updating Elements\n", "\n", "- **Adding an Element**: Use the `.add()` method to add a single element to the set." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "4f703418", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3, 4, 5}\n", - "{1, 2, 3, 4, 5, 6}\n" - ] - } - ], + "outputs": [], "source": [ "print(my_set)\n", "\n", @@ -92,19 +83,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "37777852", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3, 4, 5, 6}\n", - "{1, 2, 3, 4, 5, 6, 7, 8, 9, 10}\n" - ] - } - ], + "outputs": [], "source": [ "print(my_set)\n", "\n", @@ -118,26 +100,17 @@ "id": "726a8d74", "metadata": {}, "source": [ - "### Removing Elements\n", + "## Removing Elements\n", "\n", "- **Remove an Element**: The `.remove()` method removes a specified element from the set. If the element does not exist, it raises a `KeyError`." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "7768a474", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3, 4, 5, 6, 7, 8, 9, 10}\n", - "{1, 2, 3, 4, 6, 7, 8, 9, 10}\n" - ] - } - ], + "outputs": [], "source": [ "print(my_set)\n", "\n", @@ -156,19 +129,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "0ed6c538", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3, 4, 6, 7, 8, 9, 10}\n", - "{1, 2, 3, 6, 7, 8, 9, 10}\n" - ] - } - ], + "outputs": [], "source": [ "print(my_set)\n", "\n", @@ -187,19 +151,10 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "578d0772", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "{2, 3, 6, 7, 8, 9, 10}\n" - ] - } - ], + "outputs": [], "source": [ "element = my_set.pop()\n", "\n", @@ -217,19 +172,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "eb6de2d6", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{2, 3, 6, 7, 8, 9, 10}\n", - "set()\n" - ] - } - ], + "outputs": [], "source": [ "print(my_set)\n", "\n", @@ -243,25 +189,17 @@ "id": "20392847", "metadata": {}, "source": [ - "### Set Operations\n", + "## Set Operations\n", "\n", "- **Union (`|`)**: Combines two sets to form a new set containing all unique elements from both sets." ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "afe43d9f", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3, 4, 5}\n" - ] - } - ], + "outputs": [], "source": [ "set1 = {1, 2, 3}\n", "set2 = {3, 4, 5}\n", @@ -280,20 +218,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "555cbeec", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3}\n", - "{3, 4, 5}\n", - "{3}\n" - ] - } - ], + "outputs": [], "source": [ "intersection_set = set1 & set2 \n", "print(set1)\n", @@ -312,20 +240,10 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "638ac369", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3}\n", - "{3, 4, 5}\n", - "{1, 2}\n" - ] - } - ], + "outputs": [], "source": [ "difference_set = set1 - set2\n", "\n", @@ -344,20 +262,10 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "98ea0748", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{1, 2, 3}\n", - "{3, 4, 5}\n", - "{1, 2, 4, 5}\n" - ] - } - ], + "outputs": [], "source": [ "symmetric_difference_set = set1 ^ set2 \n", "\n", @@ -371,25 +279,17 @@ "id": "29df7066", "metadata": {}, "source": [ - "### Membership Test\n", + "## Membership Test\n", "\n", "You can use the `in` operator to check if an element is in a set:" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "b1fda778", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1 is in set1\n" - ] - } - ], + "outputs": [], "source": [ "if 1 in set1:\n", " print(\"1 is in set1\")" @@ -400,27 +300,17 @@ "id": "6e97af67", "metadata": {}, "source": [ - "### Iterating Over a Set\n", + "## Iterating Over a Set\n", "\n", "You can iterate over a set using a `for` loop:" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "6ce4a7c7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "2\n", - "3\n" - ] - } - ], + "outputs": [], "source": [ "for element in set1:\n", " print(element)" @@ -431,7 +321,7 @@ "id": "94a62b71", "metadata": {}, "source": [ - "### Use Cases\n", + "## Use Cases\n", "\n", "Sets are particularly useful for:\n", "\n", @@ -439,7 +329,7 @@ "- Performing set operations like unions, intersections, etc.\n", "- Membership testing, as sets are implemented using hash tables, making these operations highly efficient.\n", "\n", - "### Note on Mutability\n", + "## Note on Mutability\n", "\n", "Sets are mutable; however, the elements contained in a set must be of immutable types. This means you can add or remove elements from a set, but you cannot modify the elements themselves once they are in the set. For storing collections of sets or other mutable types, Python provides the `frozenset` type, which is an immutable version of a set." ] @@ -460,8 +350,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" } }, "nbformat": 4, From 548656bad8b31531e178096b21277dbb18aec412 Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Thu, 24 Apr 2025 12:23:38 +0200 Subject: [PATCH 6/8] Reviewed lessons 8 to 11 --- Lessons/08-Functions.ipynb | 318 +++++++------------- Lessons/09-Control structures.ipynb | 431 +++++++++------------------- Lessons/10-Generators.ipynb | 69 ++--- Lessons/11-Error handling.ipynb | 148 +++++----- 4 files changed, 337 insertions(+), 629 deletions(-) diff --git a/Lessons/08-Functions.ipynb b/Lessons/08-Functions.ipynb index 7922d21..29882e2 100644 --- a/Lessons/08-Functions.ipynb +++ b/Lessons/08-Functions.ipynb @@ -11,33 +11,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Python functions are a bundle of code that perform a specific functionality if this functionality is going to be reused later in another part of the code. " + "Python functions are blocks of code designed to perform a specific task, especially useful when that task needs to be reused in different parts of the code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Suppose we want to perform some simple statistics on a list of numbers:" + "Suppose we want to perform some simple statistics on a list of numbers (don't focus on the details of the following code, we will explain them in the next chapters):" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.2883400052995804\n", - "0.49948825007353703\n", - "0.5006297820093312\n", - "5.536675737993768e-06\n", - "0.999992042302966\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", "np.random.seed(42)\n", @@ -61,7 +49,7 @@ "- Updating the data variable with a new list\n", "- Re-write all the steps for another list\n", "\n", - "Both these solutions are bad! or at least not Pythonic. The correct way to deal with such a task is to pack them as a function." + "Both these solutions are bad! Or at least not Pythonic. The correct way to deal with such a task is to pack them as a function." ] }, { @@ -75,7 +63,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Until this point, we have many functions without knowing the exact definition of a function! We've seen:\n", + "Until this point, we used have many functions without knowing the exact definition of a function! We've seen:\n", "\n", "- print\n", "- len\n", @@ -86,25 +74,14 @@ "\n", " \n", "\n", - "Parameters are inputs that functions may or may not need in order to perform their desired tasks. For example lats take a look at **print** function which take a string as input and prints it." + "Parameters are inputs that functions may or may not need in order to perform their desired tasks. For example lats take a look at the `print` function which take a string as input and prints it." ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "My shiny text!\n", - "\n", - "X+++Y+++Z\n", - "X Y Z +++ °°°\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print('My shiny text!')\n", "print() # prints an empty line\n", @@ -116,27 +93,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "you can see that print accepts zero , one or (technically) infinite number of parameters. Let's see another built-in function : **map**\n", + "you can see that print accepts zero , one or (technically) infinite number of parameters. Let's see another built-in function : `map`\n", "\n", - "**map** returns a special iterable with type \"map\":" + "The `map` function returns a special iterable of type `map`:" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[-1.567, 0.2, -65.0]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "my_list = ['-1.567', '0.2', '-65']\n", "list(map(float, my_list))" @@ -146,49 +112,45 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "map takes either no parameter and returns an empty list or takes two or more parameters.(let's say the function we want to apply and the iterable we want to apply function to). It means it won't work with just one parameter(function or iterable) and we will get a \"TypeError\" message." + "map takes either no parameter and returns an empty list, or takes two or more parameters (let's say the function we want to apply and the iterable we want to apply function to). It means it won't work with just one parameter(function or iterable) and we will get a \"TypeError\" message." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " " + " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " " + "**YOUR TURN :** using `map` and `abs` functions, create a list with the absolute value of the list's items." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "**YOUR TURN :** using **map** and **abs** functions, create a list with the absolute value of the list's items." + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[1, 5.5, 9, 123, 65]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ + "
\n", + " Solution\n", + " \n", "new_list = [-1, 5.5, -9, -123, 65]\n", - "list(map(abs, new_list))" + "list(map(abs, new_list))\n", + "\t\n", + "
\n" ] }, { @@ -202,13 +164,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Although there are numerous built-in and third-party modules and packages ready to be used by you, there are some tasks that are too specific which you can't find any existing module/function to do that task for you. In these cases ( which happen a lot) we need to write our own functions.\n", - "Consider the initial example we saw at the beginning of the \"functions\", calculating some simple statistics." + "Although there are many built-in and third-party modules and packages available, some tasks are too specific to have a ready-made solution. In these cases, which happen quite often, we need to write our own functions. For example, think back to the simple statistics calculation we saw at the beginning of the \"functions\" section:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -237,58 +198,14 @@ " if log:\n", " for name, val in zip(names, vals):\n", " print(f'{name} : {val}')\n", - " #print(f'{name} : {round(val, 2)}')\n", - " return vals" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def simple_stat(data):\n", - " \n", - " std = np.std(data)\n", - " mean = np.mean(data)\n", - " median = np.median(data)\n", - " min_val = min(data)\n", - " max_val = max(data)\n", - " \n", - " vals = [std, mean, median, min_val, max_val]\n", - " names = ['Standard deviation', 'Mean', 'Median', 'Min', 'Max']\n", - " \n", - " for name, val in zip(names, vals):\n", - " print(f'{name} : {val}')\n", " return vals" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Standard deviation : 0.2883400052995804\n", - "Mean : 0.49948825007353703\n", - "Median : 0.5006297820093312\n", - "Min : 5.536675737993768e-06\n", - "Max : 0.999992042302966\n" - ] - } - ], "source": [ "np.random.seed(42)\n", "\n", @@ -318,48 +235,49 @@ "source": [ "**YOUR TURN :** \n", "\n", - "- Using **round** function, modify the *simple_stat* in a way that returns the 2-digit rounded values.\n", - "- Add *range* statistics to results" + "1. Using the `round` function, modify `simple_stat` in a way that returns the 2-digit rounded values;\n", + "2. Add `range` statistics to results." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "134.4564" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "round(134.456435453, 4)" + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unexpected character after line continuation character (204823071.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[11], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m (\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected character after line continuation character\n" - ] - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", - " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", - " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + "
\n", + " Solution\n", + " \n", + " def simple_stat(data, log=True):\n", + " std = np.std(data)\n", + " mean = np.mean(data)\n", + " median = np.median(data)\n", + " min_val = min(data)\n", + " max_val = max(data)\n", + " max_min_range = max_val - min_val\n", + " \n", + " vals = [std, mean, median, min_val, max_val, max_min_range]\n", + " names = ['Standard deviation', 'Mean', 'Median', 'Min', 'Max', 'Range']\n", + " \n", + " if log:\n", + " for name, val in zip(names, vals):\n", + " print(f'{name} : {round(val, 2)}')\n", + " \n", + " return vals\n", + " \n", + " data = np.random.rand(1,100_000).tolist()[0]\n", + " results = simple_stat(data)\n", + " \n", + "
" ] }, { @@ -373,41 +291,43 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Lambda functions are smaller and simpler version of normal function which come handy when we use **functional programming** features of Python. Providing a technical definition of functional programming is way beyond scope of our mini-course but in a nutshell, it means using functions as arguments of other functions. \n", - "Let's first see the example of map function we saw:" + "Lambda functions are smaller and simpler version of normal functions, which come handy when we use the **functional programming** features of Python. Providing a technical definition of functional programming is way beyond the scope of our mini-course but, in a nutshell, it means using functions as arguments of other functions. \n", + "Let's first consider the example of `map` function we saw:" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[-1.567, 0.2, -65.0]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "help(map)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "my_list = ['-1.567', '0.2', '-65']\n", - "list(map(float, my_list))" + "print(f\"A list of strings representing numbers:\\n{my_list}\")\n", + "float_list = list(map(float, my_list))\n", + "print(f\"After using map, applying the float function to each element:\\n{float_list}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now suppose that on top of changing the data types from str to float, we want to add 100 to each of them. remember how map function . works? It applies the first argument you give to it (in this case, float) to the sequence you pass as the second argument (in our example: my_list). So it's clear that we need to somehow change float to *something* that also adds 100 to each item. This *something* either should be *type* or a *function*. Ok, based on whjat we have learned until this point, create a custom function which does what we want:" + "Now suppose that, in addition to converting the data types from str to float, we also want to add 100 to each value. Remember how the map function works? It applies the first argument (in this case, float) to each element of the sequence provided as the second argument (in our example: my_list). So we need to replace float with something that both converts the value to a float and adds 100 to it. This *something* should be either a type or a function.\n", + "\n", + "Based on what we've learned so far, let's create a custom function that does exactly what we want:" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -432,20 +352,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "103.14" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "float_plus_100('3.14')" ] @@ -459,20 +368,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[98.433, 100.2, 35.0]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "list(map(float_plus_100, my_list))" ] @@ -481,27 +379,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We did it! The only problem is in order to perform such a simple task we had to write a function, which most probably we're not going to use it again! That's why lambda functions exist! Let's re-write or code using lambda:" + "We did it! The only problem is that, in order to perform such a simple task, we had to define a function which probably we're not going to use again! That's why lambda functions exist! Let's re-write or code using lambda:" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[98.433, 100.2, 35.0]" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "list(map(lambda x : float(x)+100, my_list))" + "list(map(lambda x : float(x) + 100, my_list))" ] }, { @@ -536,8 +423,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -559,5 +445,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Lessons/09-Control structures.ipynb b/Lessons/09-Control structures.ipynb index 8ecd0a4..9ecd5da 100644 --- a/Lessons/09-Control structures.ipynb +++ b/Lessons/09-Control structures.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Until now, we've works with single items. for example we sliced a string, or write a file. But what if we want to do something (perform an action) on a sequence of objects? The first type of loops we explore is for loops." + "Until now, we've worked with single items. For example, slicing a string or writing to a file. But what if we want to perform an action on a sequence of objects? That's where loops come in. The first type of loop we'll explore is the `for` loop." ] }, { @@ -25,12 +25,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Suppose that we have a list of our colleagues year of births and we want to calculate their ages, print them and put them in a new list called ages:" + "Suppose that we have a list of our colleagues year of births and we want to calculate their ages, print them and put them in a new `list` called `ages`:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -47,20 +47,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "32\n", - "29\n", - "39\n", - "46\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "age_1 = 2019 - years[0]\n", "print(age_1)\n", @@ -81,17 +70,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[32, 29, 39, 46]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(ages)" ] @@ -100,25 +81,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok, we did what we've we asked for! but I think you agree that it wasn't quite efficient as we've written more than 12 lines of code to perform three simple operations on 4 items! imagine you want to calculate the age of all Bicocca employees! Fortunately we for repetitive tasks like this( when we are dealing with sequence objects like lists, tuples, dictionaries or strings) we can use loops. In this case we're going to use a for loop:" + "Okay, we did what we were asked to do. But let’s be honest, it wasn’t very efficient! We wrote more than 12 lines of code just to perform three simple operations on four items. Now imagine you need to calculate the age of all Bicocca employees! Luckily for repetitive tasks like this, especially when working with sequence objects like lists, tuples, dictionaries, or strings, we can use loops. In this case, we’ll use a `for` loop:" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "32\n", - "29\n", - "39\n", - "46\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# using a simple for loop\n", + "for i in range(len(years)):\n", + " year = years[i]\n", + " print(2025 - year)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also use an advanced `for` loop:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ages = []\n", "for year in years:\n", @@ -131,58 +120,53 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This is the general structure of a for loop:\n", - "\n", - " " + "Notice that the scope of the variables created in the for loop declaration is not limited inside the `for`:" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "*Notice: for loops can have an \"else\" clause but we're not going to talk about them here*" + "print(i)\n", + "print(year)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " " + "This is the general structure of a `for` loop:\n", + "\n", + " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " " + "*Notice: `for` loops can have an `else` clause, but we're not going to talk about them here. See the [documentation](https://docs.python.org/3/tutorial/controlflow.html#else-clauses-on-loops) for further info.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN**:\n", - "In the previous example, Why can't we define the empty list inside the loop instead of outside it?" + " " ] }, { - "cell_type": "code", - "execution_count": 5, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unexpected character after line continuation character (204823071.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[5], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m (\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected character after line continuation character\n" - ] - } - ], "source": [ - "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", - " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", - " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + "**YOUR TURN**:\n", + "In the previous example, Why can't we define the empty list inside the loop instead of outside it?\n", + "\n", + "
\n", + " Solution\n", + "Because it would be initialized as empty at every loop iteration, forgetting what we stored before.\n", + "
" ] }, { @@ -196,9 +180,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "While loops has a similar objective as for loops but while for loops, in theory iterate through all the items in the provided sequence, a while loop goes forward until meeting a certain condition.\n", - "Suppose we want to print numbers between 0 and 10 and we want to do it using **while**.\n", - "Let's see the info we have from the question:\n", + "`While` loops have a similar purpose to `for`, but there’s a key difference: a `for` loop typically iterates through all the items in a given sequence, while a `while` loop continues running until a specific condition is no longer true.\n", + "\n", + "Suppose we want to print the numbers from 0 to 10 using a `while` loop. Let’s break down what we know from the question:\n", "\n", "- we should print numbers\n", "- numbers should be between 0 and 10" @@ -206,17 +190,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0-1-2-3-4-5-6-7-8-9-10-" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "num = 0 # initial number is set to 0\n", "while num <= 10: # while the number is less than or equal 10, continue\n", @@ -228,22 +204,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Just like any other thing, we can achieve the same result using different methods and functions. For example we can get the numbers we want by using a for loop:" + "Just like any other thing, we can achieve the same result using different methods and functions. For example we can get the numbers we want by using a `for` loop:" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\t1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for num in range(11): # what is range?\n", " print(num, end='\\t')" @@ -253,25 +221,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "*Note: Just like for loops, while loops also can have a else clause*" + "*Note: Just like for loops, `while` loops also can have a `else` clause*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Here is the general structure of a while loop:\n", + "Here is the general structure of a `while` loop:\n", "\n", " " ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -288,23 +249,17 @@ ] }, { - "cell_type": "code", - "execution_count": 8, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unexpected character after line continuation character (204823071.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[8], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m (\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected character after line continuation character\n" - ] - } - ], "source": [ - "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", - " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", - " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + "
\n", + " Solution\n", + " \n", + "\t# Infinite loop - do not execute\n", + " while True:\n", + " print(\"avoid infinte loops....\")\n", + "\t\n", + "
\n" ] }, { @@ -318,33 +273,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Often, you need to execute some statements only if some condition holds, or choose statements to execute depending on several mutually exclusive conditions. The Python compound statement if, which uses if, elif, and else clauses, lets you conditionally execute blocks of statements. Here’s the syntax for the if statement:\n", + "Often, you need to execute some statements only if some condition holds, or choose statements to execute depending on several mutually exclusive conditions. The Python compound statement `if`, which uses `if`, `elif`, and `else` clauses, lets you conditionally execute blocks of statements. Here’s the syntax for the `if` statement:\n", "\n", - "It's common that you want to execute a part of code if a certain condition holds (it's True). To do so in Python we use If statement. Let's go back to the simple example of printing numbers we've seen for while and for statements but this time suppose that you want to print the number only if it's an odd number:" + "if_stmt ::= \"if\" assignment_expression \":\" suite\n", + " (\"elif\" assignment_expression \":\" suite)*\n", + " [\"else\" \":\" suite]\n", + "\n", + "\n", + "It's common that you want to execute a part of code if a certain condition holds (it's `True`). To do so in Python we use the `if` statement. Let's go back to the simple example of printing numbers we've seen for `while` and `for` statements, but this time suppose that you want to print the number only if it's odd:" ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1\n", - "3\n", - "5\n", - "7\n", - "9\n", - "11\n", - "13\n", - "15\n", - "17\n", - "19\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "num = 0 # initial number is set to 0\n", "while num <= 20: # while the number is less than or equal 20, continue\n", @@ -357,7 +300,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok, now let's use also *eles* and *elif* clauses. Imagine that you have a set of ages and you want to print one if the following labels based on the age:\n", + "Ok, now let's use also `else` and `elif` clauses. Imagine that you have a set of ages and you want to print one if the following labels based on the age:\n", "- kid\n", "- Teen\n", "- adult\n", @@ -366,27 +309,9 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "56 - Adult\n", - "2 - Kid\n", - "14 - Teen\n", - "8 - Kid\n", - "33 - Adult\n", - "23 - Adult\n", - "19 - Teen\n", - "80 - Old\n", - "6 - Kid\n", - "9 - Kid\n", - "27 - Adult\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ages = [56, 2, 14, 8, 33, 23, 19, 80, 6, 9, 27]\n", "\n", @@ -413,28 +338,18 @@ "metadata": {}, "source": [ "Let's have a quick review of statements we have learned until now:\n", - "- **For statement** : repeats a task for a given sequence\n", - "- **While statement** : repeats a task while a given condition is True\n", - "- **If statement** : Evaluates a condition and acts upon the result\n", + "- **`For` statement** : repeats a task for a given sequence\n", + "- **`While` statement** : repeats a task while a given condition is `True`\n", + "- **`If` statement** : Evaluates a condition and acts upon the result\n", "\n", - "Looking at these statements it's clear that we can combine them to get a certain task done. For instance: For each item in this list check if condition 1 is True do action 1, otherwise do action 2:" + "Looking at these statements it's clear that we can combine them to get a certain task done. For instance: for each item in this list, check if condition 1 is `True` do action 1, otherwise do action 2:" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1,000,000 : High\n", - "5,000 : Low\n", - "11,000 : Low\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "salaries = [1000000, 5000, 11000]\n", "\n", @@ -451,23 +366,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the above example we used **for** and **if** together to examine each item and print a label based on the item's value. Well, It's not alway the case to go through every item of a sequence. Sometime we need to break the loop or continue to the next item without spending time with the current item. We can achive these types of action by using these clauses:\n", + "In the above example we used `for` and `if` together to examine each item and print a label based on the item's value. Well, we don't always need to iterate through every item of a sequence. Sometimes we need to break the loop, or continue to the next item without spending time on the current item. We can achive these types of action by using these clauses:\n", "\n", - "- continue\n", - "- break\n", - "- pass" + "- `continue`\n", + "- `break`\n", + "- `pass`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Suppose you want to find the first number that is less than a specific number in any given list of numbers. You can create a function to do this using a for loop:" + "Suppose you want to find the first number that is less than a specific number in any given list of numbers. You can create a function to do this using a `for` loop:" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -498,17 +413,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-1428, -788, -1187]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "nums = [973, -1428, 315, -788, 1477, -428, -1187, 592, -108, 370]\n", "limit = -500\n", @@ -520,23 +427,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Well, it kinda works...the problem is that it return the last number in the list that is less than -500 instead of the first one! (-1428)\n", - "Of course it's not because Python couldn't find the first number (-1428) but the problem is since we simply just used a for loop, after finding -1428 Python continued to examine other items in the list...something that we shouldn't have done. There are cases like this that we want to stop(break) the loop as soon as a certain condition is satisfied. We can write our function like this:\n" + "Well, it kinda works...the problem is that it returns the last number in the list that is less than -500, instead of the first one! (-1428)\n", + "Of course this is not because Python couldn't find the first number (-1428): the problem is that, since we simply used a `for` loop, after finding -1428 Python continued to examine other items in the list... something that we shouldn't have done. There are cases like this that we want to stop (`break`) the loop as soon as a certain condition is satisfied. \n", + "\n", + "We can write our function like this:" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1428\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "def find_number(data, limit):\n", " \"\"\"Finds the first number in a given list which is less than the defined threshold\n", @@ -561,22 +462,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "And as you can see this time we get the right answer. In this simple case we could have achieve this also without using break and just by putting return clause in a different place:" + "And as you can see this time we get the right answer. In this simple case we could have achieve this also without using `break` and just by putting `return` in a different place:" ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1428\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "def find_number(data, limit):\n", " \"\"\"Finds the first number in a given list which is less than the defined threshold\n", @@ -600,23 +493,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The reason that the function above give us the answer even without using break is that when Python reaches a **return** in a function, it exits immediately before continuing with the rest of code.\n", - "Let's do another example: Suppose you received 4 orders for a can of beer from 4 of your customers. In order to know if you can proceed with the order or not, you need to check 3 things: client having at least 18 years old, having at least 2 Euros in his bank card and be in a 3 kilometer radius from your shop. As you can see in the following cell, we can use continue clause after age check. In this way if the client has less than 18 years old, it's useless to check for the other conditions:" + "The reason that the function above gives us the answer, even without using `break`, is that when Python reaches a `return` statement in a function, it exits immediately without continuing with the rest of the code.\n", + "Let's do another example: suppose you received 4 orders for a can of beer from 4 of your customers. In order to know if you can proceed with the order or not, you need to check 3 things: client having at least 18 years old, having at least 2 Euros in his bank card and be in a 3 kilometer radius from your shop. As you can see in the following cell, we can use `continue` after the age check. In this way, if the client has less than 18 years old, it's useless to check for the other conditions:" ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Ettore can have a beer!\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "clients = {'2341': {'age': 15, 'name': 'Ale', 'balance': 658, 'distance': 11},\n", " '5682': {'age': 61, 'name': 'Ettore', 'balance': 890, 'distance': 1},\n", @@ -636,22 +521,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now imagine that the shop manager tells you that he is thinking to do something for the clients that have all the conditions (age and credit) but are living in more distant neighbourhoods. The problem is that it's Fridays evening, you want to go home as soon as possible but he can't make his mind about how exactly he's going to handle the delivery situation. So you know you need to modify your function to reflect the new situation but you still don't know what would be the solution. So you can use a pass clause as a placeholder in your function:" + "Now imagine that the shop manager tells you that he is thinking to do something for the clients that have all the conditions (age and credit) but are living in more distant neighbourhoods. The problem is that it's Fridays evening, you want to go home as soon as possible, but he can't make up his mind about how exactly he's going to handle the delivery situation. So you know you need to modify your function to reflect the new situation, but you still don't know what the solution would be. You can use a `pass` clause as a *placeholder* in your function:" ] }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Ettore can have a beer!\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "clients = {'2341': {'age': 15, 'name': 'Ale', 'balance': 658, 'distance': 11},\n", " '5682': {'age': 61, 'name': 'Ettore', 'balance': 890, 'distance': 1},\n", @@ -688,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -697,17 +574,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "43 65 342 78 89 4 32 54 687 23 675 87 43 675 " - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for val in vals:\n", " if int(val) < 0:\n", @@ -717,17 +586,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "43 65 342 78 89 4 32 54 687 23 675 87 43 675 54 432 786 76 123 4 324 " - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for val in vals:\n", " if int(val) > 0:\n", @@ -738,7 +599,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " + "
\n", + " Solution\n", + "Because the first loop is interrupted when the first negative value is encountered, while the second acts as a *filter*.\n", + "
" ] }, { @@ -752,15 +616,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN**: Use **break** to write a function that calculates the sum of the first n items of the given number list." + "**YOUR TURN**: Use `break` to write a function that calculates the sum of the first n items of the given number list." ] }, { - "cell_type": "code", - "execution_count": 21, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ + "
\n", + " Solution\n", + " \n", "def sum_n(data, n):\n", " num = 1\n", " summ = 0\n", @@ -769,18 +634,9 @@ " break\n", " summ += i\n", " num += 1\n", - " return summ" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", - " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", - " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + " return summ\n", + " \n", + "
" ] } ], @@ -799,8 +655,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -822,5 +677,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Lessons/10-Generators.ipynb b/Lessons/10-Generators.ipynb index da3ab48..b6dc434 100644 --- a/Lessons/10-Generators.ipynb +++ b/Lessons/10-Generators.ipynb @@ -7,8 +7,17 @@ "source": [ "# Generators in Python\n", "\n", - "Generators are a simple way of creating iterators in Python. They do so by allowing you to declare a function that behaves like an iterator, i.e., it can be used in a `for` loop. Generators are written just like a normal function but use the `yield` statement whenever they want to return data. Each time `next()` is called on it, the generator resumes where it left off (it remembers all the data values and which statement was last executed).\n", "\n", + "Before we dive in, let’s quickly recall what iterators are: they are objects that allow you to loop through a sequence of values, one at a time, using the `next()` function.\n", + "\n", + "Generators are a simple way to create iterators in Python. They allow you to declare a function that behaves like an iterator, i.e., it can be used in a `for` loop. Generators are written like regular functions but use the `yield` statement to return values. Each time `next()` is called, the generator resumes from where it left off, remembering its state, including variable values and the last executed line." + ] + }, + { + "cell_type": "markdown", + "id": "f6b373c6-f420-4eb7-86a8-ab11e7f127c8", + "metadata": {}, + "source": [ "## Why Use Generators?\n", "\n", "- **Memory Efficient**: A normal function to return a sequence will create the entire sequence in memory before returning the result. A generator instead produces one value at a time, which is more memory efficient.\n", @@ -32,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "7456a689", "metadata": {}, "outputs": [], @@ -45,22 +54,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "fe55e654", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "5\n", - "4\n", - "3\n", - "2\n", - "1\n" - ] - } - ], + "outputs": [], "source": [ "# Use the generator\n", "for i in countdown(5):\n", @@ -74,7 +71,7 @@ "source": [ "### Using `next()` and `iter()`\n", "\n", - "To manually iterate through the items generated by a generator, you can use `next()` in conjunction with `iter()`.\n", + "To manually iterate through the items generated by a generator, you can use `next()` in conjunction with `iter()`:\n", "\n", "- `iter()` is used to get an iterator object from a generator.\n", "- `next()` is then used to get the next item from the iterator. When there are no more items, `StopIteration` is raised.\n", @@ -84,21 +81,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "a3d9eeea", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3\n", - "2\n", - "1\n", - "Reached the end of the generator.\n" - ] - } - ], + "outputs": [], "source": [ "# Create a generator\n", "simple_gen = countdown(3)\n", @@ -129,47 +115,39 @@ "id": "2eae023e", "metadata": {}, "source": [ - "## Why you should use generators?\n", + "## Why should you use generators?\n", "Using generators instead of lists can be advantageous in several scenarios, primarily due to the differences in memory usage and performance between the two. Here's when you might prefer generators over lists:\n", "\n", - "### 1. Handling Large Data Sets\n", + "### Handling Large Data Sets\n", "\n", "When working with very large data sets, using a list to store all elements in memory can be highly inefficient or even impossible due to memory constraints. Generators, on the other hand, generate items on the fly and consume memory only for the item that is currently being processed. This makes generators a better choice for large data sets.\n", "\n", "**Example Scenario**: Processing records from a large file line by line.\n", "\n", - "### 2. Representing Infinite Sequences\n", + "### Representing Infinite Sequences\n", "\n", "Generators can model infinite sequences or streams of data, which is something lists cannot do. Since generators produce items only as needed, you can have a generator that yields an infinite sequence without running out of memory.\n", "\n", "**Example Scenario**: Generating an infinite sequence of prime numbers.\n", "\n", - "### 3. Improving Performance in Pipelined Processing\n", + "### Improving Performance in Pipelined Processing\n", "\n", "Generators can improve performance when pipelining operations. Since a generator processes one item at a time, you can start processing the first few items of the sequence without having to wait for the entire sequence to be generated. This can lead to performance gains in scenarios where later processing stages do not need to wait for the full dataset to be available.\n", "\n", "**Example Scenario**: Applying a series of transformations to each item in a dataset, where each transformation is represented as a generator.\n", "\n", - "### 4. Lazy Evaluation\n", + "### Lazy Evaluation\n", "\n", "Generators are evaluated lazily, meaning they generate values only when asked. This is useful when you have a computation-heavy operation and you want to delay execution until it’s absolutely necessary, or when you might not need all the items.\n", "\n", "**Example Scenario**: You're querying a database and might only need the first few results out of thousands based on some condition that you check during iteration.\n", "\n", - "### 5. Saving Memory in Concurrency\n", + "### Saving Memory in Concurrency\n", "\n", "In scenarios where memory usage is a concern, such as applications running on resource-constrained devices or when implementing concurrency where each task requires its own dataset, generators can significantly reduce the memory footprint.\n", "\n", "**Example Scenario**: Concurrent network crawlers that process URLs from a stream of incoming data." ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c9bd7646", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -187,8 +165,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" } }, "nbformat": 4, diff --git a/Lessons/11-Error handling.ipynb b/Lessons/11-Error handling.ipynb index 9a45b55..6778476 100644 --- a/Lessons/11-Error handling.ipynb +++ b/Lessons/11-Error handling.ipynb @@ -11,28 +11,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Regardless of your experience with Python, either you're seeing Python for the first time or you have years of coding experience, you should deal with errors, almost every time you write something! Some errors occur because due to simple reasons like writing *primt(...)* instead of *print(...)* and some are more complicated both to resolve and to find their origin. There are way to many error types in Python for us to cover in this course but you'll find a well-written summary of important errors [here](https://www.tutorialsteacher.com/python/error-types-in-python) .\n", - "Instead of going to each and every error and explain it, I try to show you the general process of dealing with them.\n", + "Regardless of your experience with Python, whether you're seeing it for the first time or you have years of coding experience, you will deal with errors almost every time you write something! Some errors are simple, like writing `primt(...)` instead of `print(...)`, and some are more complex and harder to trace and fix. There are way too many error types in Python for us to cover in this course, but you'll find a well-written summary of important errors [here](https://www.tutorialsteacher.com/python/error-types-in-python).\n", + "Instead of going to each and every error and explain it, I'll try to show you the general process of dealing with them.\n", "Take a look at the following code:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'dict' object has no attribute 'append'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[1], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m my_list \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mC\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mD\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m item \u001b[38;5;129;01min\u001b[39;00m my_list:\n\u001b[0;32m----> 5\u001b[0m \u001b[43mmy_dict\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mappend\u001b[49m(my_dict)\n", - "\u001b[0;31mAttributeError\u001b[0m: 'dict' object has no attribute 'append'" - ] - } - ], + "outputs": [], "source": [ "my_dict = {'A':1, 'B': 2}\n", "my_list = ['C', 'D']\n", @@ -45,7 +33,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Error Translation into natural language**\n", + "**Translating this Error into natural language**\n", "\n", ">I started from the line 1 in the main **module**, I went down until line 4 without any problem. In the line 5 I saw an error of type **AttributeError**. I see this type of error because in the line 5 you tried to use **append** method on a **dictionary** which is not correct." ] @@ -54,27 +42,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now let's take a look at another example which is a bit complex respect to the previous one:" + "Now let's take a look at another example, which is a bit more complex than the previous one:" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "can only concatenate str (not \"int\") to str", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[2], line 12\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Add to input numbers\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124;03m args:\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124;03m a : first number\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124;03m a number, sum of the inputs\u001b[39;00m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m a \u001b[38;5;241m+\u001b[39m b\n\u001b[0;32m---> 12\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43madd_them\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m1\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m)\u001b[49m)\n", - "Cell \u001b[0;32mIn[2], line 10\u001b[0m, in \u001b[0;36madd_them\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21madd_them\u001b[39m(a, b):\n\u001b[1;32m 2\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Add to input numbers\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124;03m args:\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124;03m a : first number\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124;03m a number, sum of the inputs\u001b[39;00m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43ma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mb\u001b[49m\n", - "\u001b[0;31mTypeError\u001b[0m: can only concatenate str (not \"int\") to str" - ] - } - ], + "outputs": [], "source": [ "def add_them(a, b):\n", " \"\"\"Add to input numbers\n", @@ -99,13 +74,6 @@ ">I started from the line 1, I went down until line 11 without any problem. In the line 12 I saw something that wasn't correct. I tried to find the reason. I found out that the error comes from a function called **add_them**. I put your inputs in this function and went forward. when I reach to line 10 I saw an error of type **TypeError**.I see this type of error because using your input data in the line 10 you tried to concatenate a **str** to a **int** which is impossible." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -115,14 +83,7 @@ "It's possible that ...\n", "\n", "- Resolving an error, you get another error! always pay attention to the details of error.\n", - "- Even by using all the info coming from the error message we won't be able to resolve the problem. In this case you can try to search for the error message online. For sure someone else before you has arrived to the same problem and asked it online! The best source for getting help is [stackoverflow](https://stackoverflow.com) site. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " + "- Even by using all the info coming from the error message we won't be able to resolve the problem. In this case you can try to search for the error message online. For sure someone else before you has arrived to the same problem and asked it online! The best source for getting help is the [stackoverflow](https://stackoverflow.com) site. " ] }, { @@ -143,21 +104,9 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "not enough values to unpack (expected 4, got 3)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m87\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m110\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mValueError\u001b[0m: not enough values to unpack (expected 4, got 3)" - ] - } - ], + "outputs": [], "source": [ "a, b, c, d = list(range(87, 110, 10))" ] @@ -173,6 +122,20 @@ " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\tSolution\n", + "\t\n", + "# ValueError: not enough values to unpack (expected 4, got 3)\n", + "# a, b, c, d = list(range(87, 110, 10))\n", + "a, b, c = list(range(87, 110, 10))\n", + "\t\n", + "
" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -191,21 +154,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "list indices must be integers or slices, not str", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[3], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m city_2 \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcountry\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGermany\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcity\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mberlin\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpopulation\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m3_575_000\u001b[39m}\n\u001b[1;32m 4\u001b[0m data \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m----> 5\u001b[0m \u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mIC\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m city_1\n\u001b[1;32m 6\u001b[0m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGB\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m city_2\n\u001b[1;32m 8\u001b[0m ids \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mkeys()\n", - "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str" - ] - } - ], + "outputs": [], "source": [ "city_1 = {'country': 'Italy', 'city': 'como', 'population': 84_876}\n", "city_2 = {'country': 'Germany', 'city': 'berlin', 'population': 3_575_000}\n", @@ -247,6 +198,46 @@ " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\tSolution\n", + "\t\n", + "city_1 = {'country': 'Italy', 'city': 'como', 'population': 84_876}\n", + "city_2 = {'country': 'Germany', 'city': 'berlin', 'population': 3_575_000}\n", + "\n", + "data = {}\n", + "data['IC'] = city_1\n", + "data['GB'] = city_2\n", + "\n", + "ids = data.keys()\n", + "countries = []\n", + "cities = []\n", + "populations = []\n", + "for idd in ids:\n", + " temp = data[idd]\n", + " countries.append(temp['country'])\n", + " cities.append(temp['city'])\n", + " populations.append(temp['population'])\n", + "\n", + "print(f'There are {len(countries)} countries:')\n", + "for num, country in enumerate(countries, start=1):\n", + " print(num, country, sep=' - ')\n", + "\n", + "print(f'\\nand {len(cities)} cities:')\n", + "for num, city in enumerate(cities, start=1):\n", + " print(num, city, sep=' - ')\n", + "print()\n", + "\n", + "for id in ids:\n", + " temp = data[id]\n", + " print(f\"{temp['city'].title()} is in {temp['country'].title()} and has a population of {temp['population']:,}.\")\n", + " \t\n", + "
" + ] } ], "metadata": { @@ -264,8 +255,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -287,5 +277,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From 8ab169c4323cfa7fbd30b65555c8755a5b66e2da Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Thu, 24 Apr 2025 13:00:25 +0200 Subject: [PATCH 7/8] Reviewed lessons 12 to 14 --- Lessons/12-File handling.ipynb | 32919 +------------------------------ Lessons/13-Libraries.ipynb | 108 +- Lessons/14-OOP.ipynb | 81 +- 3 files changed, 106 insertions(+), 33002 deletions(-) diff --git a/Lessons/12-File handling.ipynb b/Lessons/12-File handling.ipynb index f6e6013..8ebbc92 100644 --- a/Lessons/12-File handling.ipynb +++ b/Lessons/12-File handling.ipynb @@ -4,26 +4,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Files" + "# Files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Technically speaking files are categorized as one of the core python data types (like strings, lists,...) while actually they are external objects saved on your machine which are imported to Python using python built-in functions like **open**. Python, either using built-in function or external libraries is able to read from and write to a wide range of files. Here we'll going to see three commonly used files: *.txt , .csv* and *.json* files." + "Technically speaking, `file`s are considered one of the core Python data types (like strings or lists), but in reality, they are external objects stored on your machine and accessed in Python using built-in functions like `open`. Python, whether through built-in functions or external libraries, can read from and write to a wide range of file types. Here, we’ll focus on three commonly used file formats: `.txt`, `.csv`, and `.json`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Text files" + "## Text files" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -35,11 +35,11 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# openning an existing file and writing to it\n", + "# opening an existing file and writing to it\n", "file = open('first_text_file.txt', 'a')\n", "file.write('\\nanother line!')\n", "file.close()" @@ -47,20 +47,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Navid Nobani\n", - "\n" - ] - } - ], + "outputs": [], "source": [ - "# openning an existing file and reading from it\n", + "# opening an existing file and reading from it\n", "file = open('first_text_file.txt', 'r')\n", "line = file.readline()\n", "print(line)\n", @@ -71,17 +62,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you have noticed, in order to read from/write to a file, we do these steps:\n", + "As you have noticed, in order to read from (or write into) a file, we do these steps:\n", "- open/create a file\n", "- read from/write to it\n", "- close the file\n", "\n", - "Just like opening and actions you do on the file, closing it is absolutely important since having an open instance uses your RAM and slows down your script. Actually there is a better way to manage opening and closing files which is using content managers. Given our limited time we can't go in details here but fortunately using them is easy. Look at the following example:" + "Just like opening and actions you do on the file, closing it is absolutely important, since having an open instance uses your RAM and slows down your script. Actually there is a better way to manage opening and closing files, which is using content managers. Given our limited time we can't go in details here, but fortunately using them is easy. Look at the following example:" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -112,7 +103,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### CSV Files" + "## CSV Files" ] }, { @@ -120,32588 +111,19 @@ "metadata": {}, "source": [ "There are two main ways to open a csv file: \n", - "- using [csv module](https://docs.python.org/3/library/csv.html) ( which comes with python)\n", - "- or using [pandas library](https://pandas.pydata.org/) (which you should install it first)\n", + "- using the [csv module](https://docs.python.org/3/library/csv.html) (which comes with python)\n", + "- or using the [pandas library](https://pandas.pydata.org/) (which you should install it first)\n", "\n", "*[This site](https://realpython.com/python-csv/) has a rich explanation about csv files in Python.*\n", "\n", - "first let's take a look at csv library:" + "First, let's take a look at csv library:" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['39', ' State-gov', ' 77516', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 83311', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 215646', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 234721', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 338409', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['37', ' Private', ' 284582', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 160187', ' 9th', ' 5', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 16', ' Jamaica', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 209642', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 45781', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 159449', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 280464', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 141297', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['23', ' Private', ' 122272', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 205019', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 121772', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['34', ' Private', ' 245487', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 176756', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 186824', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 28887', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 292175', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' Private', ' 193524', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Private', ' 302146', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 76845', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 117037', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 109015', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 216851', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 168294', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 180211', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' South', ' >50K']\n", - "['39', ' Private', ' 367260', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 193366', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 190709', ' Assoc-acdm', ' 12', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 266015', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 386940', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 59951', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 311512', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 242406', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['21', ' Private', ' 197200', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 544091', ' HS-grad', ' 9', ' Married-AF-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 84154', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' ?', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 265477', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 507875', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 88506', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 172987', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 94638', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 289980', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 337895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 144361', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 128354', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 101603', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 271466', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 32275', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 226956', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['47', ' Private', ' 51835', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 60', ' Honduras', ' >50K']\n", - "['50', ' Federal-gov', ' 251585', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 109832', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 237993', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 216666', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 56352', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['41', ' Private', ' 147372', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 188146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 59496', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 293936', ' 7th-8th', ' 4', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['48', ' Private', ' 149640', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 116632', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 105598', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 155537', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 183175', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 169846', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 191681', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' ?', ' 200681', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 101509', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 309974', ' Bachelors', ' 13', ' Separated', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 162298', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['23', ' Private', ' 211678', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['79', ' Private', ' 124744', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 213921', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 32214', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 212759', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 309634', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 125927', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 446839', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 276515', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['46', ' Private', ' 51618', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 159937', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 343591', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 346253', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 268234', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 202051', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 54334', ' 9th', ' 5', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 410867', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 249977', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 286730', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 212563', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 117747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 1573', ' 35', ' ?', ' <=50K']\n", - "['34', ' Local-gov', ' 226296', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Local-gov', ' 115585', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 191277', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 202683', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['48', ' Private', ' 171095', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['32', ' Federal-gov', ' 249409', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 124191', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 198282', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 149116', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 188300', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 103432', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 317660', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 304873', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 34095', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 194901', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 189265', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 124692', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 432376', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 65324', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 335605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' Canada', ' >50K']\n", - "['28', ' Private', ' 377869', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 4064', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 102864', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 95647', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 303090', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 197371', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 247552', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 102632', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 199915', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 118853', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 77143', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['29', ' State-gov', ' 267989', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 301606', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 287828', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 111697', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 1719', ' 28', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 114937', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' ?', ' 129305', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 365739', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 69621', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 43323', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1762', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 120985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 254202', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 146195', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 125933', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 56920', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 163127', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 34310', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 81973', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Self-emp-inc', ' 66614', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 232782', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 316868', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['45', ' Private', ' 196584', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 40', ' United-States', ' >50K']\n", - "['70', ' Private', ' 105376', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 185814', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 175374', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 108293', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 181232', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 40', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 174662', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 186009', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 198183', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 163003', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['21', ' Private', ' 296158', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 252903', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 187715', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 214542', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-not-inc', ' 494223', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 1816', ' 2', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 191535', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 228456', ' Bachelors', ' 13', ' Separated', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 38317', ' 1st-4th', ' 2', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 252752', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 78374', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 88419', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 201080', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 207157', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['39', ' Federal-gov', ' 235485', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 102628', ' Masters', ' 14', ' Widowed', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 25828', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 54826', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 124953', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 175325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 96062', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 428030', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 149624', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 253814', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 312956', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 483777', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 183930', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 37274', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 181344', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['43', ' Private', ' 114580', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 633742', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 286370', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['37', ' Federal-gov', ' 29054', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['34', ' Private', ' 304030', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 143129', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 135105', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 99928', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 109567', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 1', ' United-States', ' >50K']\n", - "['38', ' Private', ' 155222', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 159567', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 523910', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 120939', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 130760', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 197387', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 99374', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 56795', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 138992', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Self-emp-not-inc', ' 32921', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 397317', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 170653', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['51', ' Private', ' 259323', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 254817', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1340', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 48211', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 140164', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 128757', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 36', ' United-States', ' >50K']\n", - "['35', ' Private', ' 36270', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 210563', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['17', ' Private', ' 65368', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 160943', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 208358', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 153790', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 85815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 125417', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 635913', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 313321', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 182609', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Poland', ' <=50K']\n", - "['45', ' Private', ' 109434', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 255004', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 197860', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 187656', ' 1st-4th', ' 2', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 51744', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 2206', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 176681', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 140359', ' Preschool', ' 1', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 243313', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 24215', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 167687', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 1409', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['75', ' Private', ' 314209', ' Assoc-voc', ' 11', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' Columbia', ' <=50K']\n", - "['65', ' Private', ' 176796', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 538583', ' 11th', ' 7', ' Separated', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 3674', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 130408', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 159732', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 110978', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 76714', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['59', ' State-gov', ' 268700', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 170525', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 180138', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Iran', ' >50K']\n", - "['38', ' Local-gov', ' 115076', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['23', ' Private', ' 115458', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 347890', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 196001', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 273905', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 119156', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 179488', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 203580', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['58', ' Private', ' 236596', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 183916', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 207578', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 153141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['41', ' Private', ' 112763', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 390781', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 171328', ' 10th', ' 6', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 27382', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 259014', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 303044', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' >50K']\n", - "['20', ' Private', ' 117789', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 172579', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 187666', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 204518', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 150042', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 98092', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 245918', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 146013', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 378322', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 257295', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 75', ' Thailand', ' >50K']\n", - "['19', ' ?', ' 218956', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' Canada', ' <=50K']\n", - "['64', ' Private', ' 21174', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 185480', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 222205', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 69867', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 191260', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 1055', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 30653', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 98', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 209109', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 70377', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 477983', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 170924', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 190174', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 193787', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 279472', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['22', ' Private', ' 34918', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' Germany', ' <=50K']\n", - "['42', ' Local-gov', ' 97688', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 175413', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 173960', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 205759', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 425161', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 220531', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 176609', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 371987', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 193884', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['36', ' Private', ' 200352', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 127595', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 220419', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 231931', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 248402', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 111095', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 57424', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 157443', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Wife', ' Asian-Pac-Islander', ' Female', ' 3464', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 278130', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 169469', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 146268', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 153718', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 217460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['55', ' Private', ' 238638', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 303296', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['43', ' Private', ' 173321', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 193945', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 83082', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 193815', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 34987', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' >50K']\n", - "['26', ' Private', ' 59306', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 142897', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 35', ' Taiwan', ' >50K']\n", - "['19', ' ?', ' 860348', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 205607', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 199698', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 191954', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' Self-emp-not-inc', ' 138714', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 399087', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 423158', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 159841', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 174308', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 50356', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186110', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 200381', ' 11th', ' 7', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Self-emp-not-inc', ' 174309', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 78383', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 211601', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 187728', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 321171', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 127921', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 2050', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 206565', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 224563', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 178686', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 98545', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 242606', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 270942', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 94235', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 71195', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 104112', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 30', ' Haiti', ' <=50K']\n", - "['45', ' Private', ' 261192', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 94936', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 296478', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' State-gov', ' 119272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 85043', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 293364', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 241895', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 36135', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 151989', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 101128', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' Iran', ' <=50K']\n", - "['31', ' Private', ' 156464', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 117963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 192262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 111363', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 329752', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 372020', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Federal-gov', ' 95432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 161400', ' 11th', ' 7', ' Widowed', ' Other-service', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 96129', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 111949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 117125', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['36', ' Private', ' 348022', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 270092', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 180609', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 174575', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 410439', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 92262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 183081', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 362589', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 212448', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 481060', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 185885', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 89821', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 184018', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['45', ' Private', ' 256649', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 160323', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Local-gov', ' 350845', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 267404', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 35633', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 80914', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 172927', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 174319', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 214955', ' 5th-6th', ' 3', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 2339', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 344991', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 108699', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 117312', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 396099', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 134152', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 162028', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 2415', ' 6', ' United-States', ' >50K']\n", - "['19', ' Private', ' 25429', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 232392', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 220098', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 301302', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 277946', ' Assoc-acdm', ' 12', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 98101', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' ?', ' >50K']\n", - "['34', ' Private', ' 196164', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 115562', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 96975', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 137300', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 86872', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['52', ' Self-emp-inc', ' 132178', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 416103', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 108574', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 288353', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 227689', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 166481', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Other', ' Male', ' 0', ' 2179', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['41', ' Private', ' 445382', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 65', ' United-States', ' >50K']\n", - "['28', ' Private', ' 110145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 317253', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 123147', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 364657', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 42346', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 241951', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 118500', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 188386', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 1033222', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 92440', ' 12th', ' 8', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 190762', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 426017', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 243867', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 240283', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 61777', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 175024', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 92003', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 188401', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 228528', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 133373', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 255191', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 204653', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 72', ' Dominican-Republic', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 222289', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 287480', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' ?', ' 107762', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 202521', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 204116', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 29662', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['27', ' Private', ' 116358', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 1980', ' 40', ' Philippines', ' <=50K']\n", - "['33', ' Private', ' 208405', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 284843', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 594', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 117018', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 81281', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 340148', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 363425', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 45857', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 191073', ' HS-grad', ' 9', ' Never-married', ' Armed-Forces', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 116632', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 405855', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 298227', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 290521', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 56915', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 146538', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 258872', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 206399', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 197332', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['60', ' Private', ' 245062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 197583', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 234885', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 72887', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 180374', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 351299', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 54012', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 115745', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 116632', ' Assoc-acdm', ' 12', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 288825', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 132601', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 193374', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 170070', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 126708', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 35598', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 33983', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 192776', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 118551', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['60', ' Private', ' 201965', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' ?', ' 139883', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 285020', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 303990', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 49401', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 279196', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 211870', ' 9th', ' 5', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 281432', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 161155', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 197904', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 111746', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Portugal', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 170721', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 70100', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 193626', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 271749', ' 12th', ' 8', ' Never-married', ' ?', ' Other-relative', ' Black', ' Male', ' 594', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 189775', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 401531', ' 1st-4th', ' 2', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 286967', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 164427', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 91039', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 347934', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 371373', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 32220', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 187251', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 178107', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 343121', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 262749', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 403107', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['26', ' Private', ' 64293', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 303588', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 324960', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['62', ' Local-gov', ' 114060', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 48925', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 180980', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' France', ' <=50K']\n", - "['25', ' Private', ' 181054', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 388093', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 249609', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 112131', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 543162', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 91996', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 141944', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 1380', ' 42', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 251804', ' 5th-6th', ' 3', ' Widowed', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 37070', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 337587', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 189346', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 222216', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 267044', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 214635', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 204226', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 108116', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 99146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 80', ' United-States', ' >50K']\n", - "['50', ' Private', ' 196232', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 248344', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 186035', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 177905', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['28', ' Private', ' 85812', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 221172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['74', ' Private', ' 99183', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 190387', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 202692', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 109339', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 46', ' Puerto-Rico', ' <=50K']\n", - "['26', ' Private', ' 108658', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 197202', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 101739', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['67', ' Private', ' 231559', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 48', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 207853', ' 12th', ' 8', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 190942', ' 1st-4th', ' 2', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 102345', ' Assoc-voc', ' 11', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 41493', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 190027', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 210525', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 133937', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 237903', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 163862', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 201872', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 84179', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 51662', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 233327', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 259510', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 184831', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 245724', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 27053', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 205343', ' 11th', ' 7', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 229328', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 319560', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Private', ' 136218', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 54576', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 323069', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['34', ' Private', ' 148291', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 152453', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 114053', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 212960', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['47', ' Private', ' 264052', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 82804', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 334273', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 27337', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 188436', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 433665', ' 7th-8th', ' 4', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 110663', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 87490', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 354351', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 95469', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 242718', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 22463', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 158156', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 350162', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 165532', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 28738', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 283635', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 86646', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 195733', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['57', ' Private', ' 69884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 199713', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 181659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 340939', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 197747', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 34292', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 156764', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 25826', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 47', ' United-States', ' >50K']\n", - "['57', ' Self-emp-inc', ' 103948', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 137390', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 105138', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 39352', ' 7th-8th', ' 4', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['31', ' Private', ' 168387', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' Canada', ' >50K']\n", - "['23', ' Private', ' 117789', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 267147', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 99399', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 214242', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 200408', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 136455', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 239824', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 217039', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 51290', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 175674', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 194404', ' Assoc-acdm', ' 12', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 45612', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 410114', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 182521', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 339772', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 169658', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 200853', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 247564', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 249909', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 208122', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 109881', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 207824', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 369027', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 114117', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 51048', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 102388', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 190483', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 462440', ' 11th', ' 7', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 109351', ' 9th', ' 5', ' Widowed', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 34383', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 241832', ' 9th', ' 5', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['30', ' Private', ' 124187', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 153614', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 267556', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 205469', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 268090', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 165039', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 120451', ' 10th', ' 6', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 154374', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 103649', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 35723', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 262601', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 226181', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 175697', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 248145', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Cuba', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 289436', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 75654', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 199378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 160968', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 188563', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 55849', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 195322', ' Doctorate', ' 16', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 402089', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 78277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 158611', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 169496', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 130959', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 556660', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 4101', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 292472', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['38', ' State-gov', ' 143774', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 288341', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 71592', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['70', ' ?', ' 167358', ' 9th', ' 5', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 1111', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 106742', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 219288', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 174524', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 335183', ' 12th', ' 8', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 261293', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 111900', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 194360', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 81145', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 341204', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 249362', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 247019', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 114746', ' 11th', ' 7', ' Married-spouse-absent', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 1762', ' 40', ' South', ' <=50K']\n", - "['24', ' Private', ' 172146', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1721', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 110457', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 80077', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['17', ' Self-emp-not-inc', ' 368700', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 182556', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 219420', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 240817', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 102726', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 226267', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 125457', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 204021', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 92262', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 161141', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 190290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 430828', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' State-gov', ' 59342', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 136721', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 149422', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 86644', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 195124', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Dominican-Republic', ' <=50K']\n", - "['26', ' Private', ' 167350', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 113000', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 140027', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 262425', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 316702', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 335453', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 202480', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 203628', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 118710', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 189620', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['19', ' Private', ' 475028', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 110866', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 243605', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 1380', ' 40', ' Cuba', ' <=50K']\n", - "['21', ' Private', ' 163870', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 80145', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 295566', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 25236', ' 0', ' 65', ' United-States', ' >50K']\n", - "['44', ' Private', ' 63042', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 229148', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['45', ' Private', ' 242552', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 177665', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 208103', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 296450', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 70282', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 271767', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['40', ' Private', ' 144995', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 382635', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Honduras', ' <=50K']\n", - "['31', ' Private', ' 295697', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 194141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 378418', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 214399', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 217460', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 182556', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 125831', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 271328', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 50459', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['42', ' Private', ' 162140', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 177937', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['44', ' Private', ' 111502', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 299047', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 223212', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 118474', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 59', ' ?', ' >50K']\n", - "['23', ' Private', ' 352139', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 173093', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 181655', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 332702', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['45', ' ?', ' 51164', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 234901', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 131414', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 260960', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 156052', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 594', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 279914', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 192453', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 200939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 151408', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 112847', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 316929', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 126319', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 197422', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 267736', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 267034', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['46', ' State-gov', ' 193047', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 356089', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 223515', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 87510', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 145111', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 48093', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 31757', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 285854', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 120064', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 167381', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 103408', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 101460', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 420537', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 119411', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 128272', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['51', ' Private', ' 386773', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['32', ' Private', ' 283268', ' 10th', ' 6', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 301526', ' Some-college', ' 10', ' Married-spouse-absent', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 151790', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' Germany', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 106252', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 188557', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 171114', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 327323', ' 5th-6th', ' 3', ' Separated', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' Guatemala', ' <=50K']\n", - "['31', ' Private', ' 244147', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 280282', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['55', ' Private', ' 116442', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 282579', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 51838', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 73585', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' Private', ' 226902', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 279129', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 146908', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['28', ' Private', ' 196690', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 42', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 130760', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 49572', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 237601', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' Private', ' 169628', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 36671', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 2352', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 231193', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 192130', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 149704', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 102102', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 32185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 196061', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 211046', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 2463', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 31577', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 162343', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 128831', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 316688', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 90758', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['43', ' Private', ' 274363', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' England', ' >50K']\n", - "['43', ' Private', ' 154538', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 106085', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 1721', ' 30', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 315859', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 51471', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 193830', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 231043', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 48', ' United-States', ' >50K']\n", - "['50', ' ?', ' 23780', ' Masters', ' 14', ' Married-spouse-absent', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 169879', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 47', ' United-States', ' >50K']\n", - "['64', ' Private', ' 270333', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 138768', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 191571', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 219941', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 94113', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 137510', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 32607', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 93208', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 75', ' Italy', ' <=50K']\n", - "['41', ' Private', ' 254440', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 186556', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['64', ' Private', ' 169871', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 191277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 167159', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 171871', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 154411', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 129227', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 110331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 34269', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 653', ' 42', ' United-States', ' >50K']\n", - "['62', ' Private', ' 174355', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 680390', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 233130', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-inc', ' 165474', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 257780', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 194259', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 280093', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 177387', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 28929', ' 11th', ' 7', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 105304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 499233', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 180572', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 321435', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 86108', ' HS-grad', ' 9', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 198124', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 135162', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 146813', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Local-gov', ' 291175', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 387569', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 102895', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 33274', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 86551', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 138192', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 118966', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 99784', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 90980', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 177407', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 96467', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 327886', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 111567', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 166545', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 142182', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 188798', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 38563', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['18', ' Private', ' 216284', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 191547', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Private', ' 285335', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 142712', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 80945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 309055', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 62339', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 368700', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 176186', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 266855', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 48087', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 121313', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-not-inc', ' 143437', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 160724', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2415', ' 40', ' China', ' >50K']\n", - "['55', ' Private', ' 282753', ' 5th-6th', ' 3', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 194636', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 153044', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 411797', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 117683', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 376540', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 72393', ' 9th', ' 5', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 270335', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['27', ' Private', ' 96226', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 95336', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 258498', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 149698', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 205865', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 155781', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 406468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 177119', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 144397', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 372525', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 164170', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['37', ' Private', ' 183800', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 177307', ' Prof-school', ' 15', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['40', ' Private', ' 170108', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 341995', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 226508', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 87418', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 109165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 28856', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 175897', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 99697', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 90270', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 152375', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 171550', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 211154', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 202570', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 168496', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 68898', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 93235', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 278924', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 311020', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 175878', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 543028', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 202027', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 158926', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' South', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 76860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['81', ' Self-emp-not-inc', ' 136063', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 186648', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 257509', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 98155', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 274198', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 97083', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 29825', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 262153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 214738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 138022', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 91842', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 373662', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['42', ' Private', ' 162003', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 52114', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 241843', ' Preschool', ' 1', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 375871', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 186934', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 44', ' United-States', ' >50K']\n", - "['37', ' Private', ' 176900', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['47', ' Private', ' 21906', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 132222', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 143653', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 111567', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 78602', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 465507', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 196373', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 293227', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 241752', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 166398', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 184682', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 108293', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 250802', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 325159', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 174675', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 227065', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['51', ' Private', ' 269080', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 177722', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 133461', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 239683', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 398473', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 298785', ' 10th', ' 6', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 123424', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 176286', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 150062', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 169240', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 288273', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 526968', ' 10th', ' 6', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 57066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 323573', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 368825', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 189721', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 164966', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['36', ' ?', ' 94954', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 202046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['28', ' Private', ' 161538', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 105252', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2392', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 200153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 32185', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 178326', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 255957', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 188693', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['78', ' Private', ' 182977', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 2964', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 159929', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 123207', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 284317', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 184699', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 154474', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 318280', ' HS-grad', ' 9', ' Widowed', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 254907', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 349221', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 335973', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 126701', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 122159', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 187370', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1504', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 194636', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 124793', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 192835', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 290226', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 112840', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['45', ' Private', ' 89325', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 33109', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['40', ' Private', ' 82465', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 329980', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 148294', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 168212', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 65', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 343642', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 115244', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 162572', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 356067', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 271567', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 180804', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 123011', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 52', ' United-States', ' >50K']\n", - "['26', ' Private', ' 109186', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['51', ' Private', ' 220537', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 124827', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 767403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 118494', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['38', ' Private', ' 173208', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 107373', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 26973', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 191965', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 122346', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 117201', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 198316', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Japan', ' <=50K']\n", - "['48', ' Local-gov', ' 123075', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['42', ' Private', ' 209370', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 33117', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 129042', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 169133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Yugoslavia', ' <=50K']\n", - "['30', ' Private', ' 201624', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['45', ' Private', ' 368561', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['48', ' Private', ' 207848', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 138370', ' Masters', ' 14', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' India', ' <=50K']\n", - "['31', ' Private', ' 93106', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 223515', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 389713', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 206365', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 431192', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 241616', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 150726', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 1409', ' 0', ' 1', ' ?', ' <=50K']\n", - "['37', ' Private', ' 123785', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 289984', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 164309', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 137018', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 137994', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 341204', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 167005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 34446', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 187160', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 196288', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 217961', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 74631', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 156667', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 125155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 263925', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['30', ' Private', ' 296453', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Self-emp-not-inc', ' 44728', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Private', ' 193026', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['32', ' Private', ' 87643', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 106742', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 302122', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 193960', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 185385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 277647', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 128848', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 377701', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 157886', ' Assoc-acdm', ' 12', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 175958', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['38', ' Private', ' 223004', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 199352', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 80', ' United-States', ' >50K']\n", - "['36', ' Private', ' 29984', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 181651', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 117312', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 34029', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 132879', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 215310', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' State-gov', ' 55863', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 46', ' United-States', ' >50K']\n", - "['17', ' Private', ' 220384', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 36012', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 137645', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 191342', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Taiwan', ' <=50K']\n", - "['49', ' Private', ' 31339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 227910', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 173728', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 167816', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 81642', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 195258', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 232475', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 241259', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 118161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 201954', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 150533', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 52', ' United-States', ' >50K']\n", - "['38', ' Private', ' 412296', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 133060', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 120539', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 196025', ' Doctorate', ' 16', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' China', ' <=50K']\n", - "['34', ' Private', ' 107793', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 163870', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-not-inc', ' 361280', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' India', ' <=50K']\n", - "['62', ' Private', ' 92178', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 80710', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 260729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 25', ' United-States', ' >50K']\n", - "['43', ' Private', ' 182254', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 140282', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 149865', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Self-emp-inc', ' 218184', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1651', ' 40', ' Mexico', ' <=50K']\n", - "['41', ' Private', ' 118619', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 196791', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 167999', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 51259', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 131088', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 118212', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 293791', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 289430', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' >50K']\n", - "['33', ' Private', ' 35378', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 60227', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 168139', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 290763', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 226355', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 70', ' ?', ' >50K']\n", - "['36', ' Private', ' 51100', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 227644', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 205267', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 288020', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['29', ' Private', ' 140863', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 170915', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 50178', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 112497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 95244', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117606', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 89508', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' Federal-gov', ' 124244', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 154374', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 294936', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 347132', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 181934', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 316672', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 189382', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 184018', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 184307', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Jamaica', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 246212', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Federal-gov', ' 250504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 138705', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 328447', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 194608', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 230891', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 212448', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['40', ' Private', ' 214010', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 200235', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 354573', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 44', ' United-States', ' >50K']\n", - "['30', ' Self-emp-inc', ' 205733', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 185041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 84409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 293196', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 241626', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 520586', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 35633', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['51', ' Private', ' 302847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 165309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 117529', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 106092', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' State-gov', ' 445824', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 227332', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['20', ' Private', ' 275691', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 193459', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 284329', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 114691', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Private', ' 96062', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 133963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 178506', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 350498', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 20', ' United-States', ' >50K']\n", - "['22', ' ?', ' 131573', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['88', ' Self-emp-not-inc', ' 206291', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 182302', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 241346', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 157043', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 404616', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['20', ' Private', ' 411862', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 183013', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 169982', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 188544', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 356619', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['47', ' Private', ' 45857', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 289886', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 146015', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 216237', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 416745', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 202952', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 167725', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 165637', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 43280', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 118779', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 191269', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 247507', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 239155', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 182862', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 33886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 444304', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 187161', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 116892', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 176813', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 151616', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 240747', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['50', ' Private', ' 75472', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' ?', ' <=50K']\n", - "['45', ' Federal-gov', ' 320818', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['30', ' Local-gov', ' 235271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 166497', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 344060', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 221196', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 113544', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Local-gov', ' 321117', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 79619', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['22', ' ?', ' 42004', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 135289', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 320984', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 203070', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 32406', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 99185', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' Private', ' 205839', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 150389', ' Bachelors', ' 13', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 243631', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' ?', ' 163003', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 41', ' China', ' <=50K']\n", - "['31', ' Private', ' 231263', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 200818', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 247379', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 349151', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 22154', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 176317', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 22245', ' Masters', ' 14', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' ?', ' >50K']\n", - "['29', ' Private', ' 236436', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 354078', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 166813', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 358740', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 208426', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 265266', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['52', ' Federal-gov', ' 31838', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 175034', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 413297', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 106347', ' 11th', ' 7', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 174754', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 441454', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 209344', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['31', ' Private', ' 185732', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 65372', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 33975', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['55', ' Private', ' 326297', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 194630', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 167414', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 59', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 165799', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 192866', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 166459', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Private', ' 148995', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 190040', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 209432', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 229465', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 397466', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 283767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['52', ' Federal-gov', ' 202452', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 218555', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1762', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 128604', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 65466', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 141326', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Federal-gov', ' 369468', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 136137', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 236770', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 89534', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['69', ' ?', ' 195779', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 29778', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-inc', ' 153516', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 163594', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 189623', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 343748', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 387430', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 409505', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 200734', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 115831', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 150296', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 323545', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 232577', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 152754', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 129007', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['67', ' Private', ' 171584', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 6514', ' 0', ' 7', ' United-States', ' >50K']\n", - "['47', ' Private', ' 386136', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 342865', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 186785', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 158926', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['65', ' ?', ' 36039', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 164019', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 88926', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 188861', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 370119', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 182062', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 37238', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 421132', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 178660', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 795830', ' 1st-4th', ' 2', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' El-Salvador', ' <=50K']\n", - "['39', ' Private', ' 278403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 279661', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 113397', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 280093', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 236696', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 265266', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 34935', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 58222', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 301010', ' Some-college', ' 10', ' Never-married', ' Armed-Forces', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 419721', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 186791', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 180686', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 209103', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 32668', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['29', ' Private', ' 256956', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 202203', ' 5th-6th', ' 3', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' Private', ' 85995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 125421', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Federal-gov', ' 283037', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 192932', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 244689', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 179646', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 509350', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Canada', ' >50K']\n", - "['24', ' Private', ' 96279', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 119098', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' ?', ' 327120', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 144928', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 55237', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Local-gov', ' 101265', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 1471', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 114874', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 190525', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 121912', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['39', ' Private', ' 83893', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 138507', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 256522', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['52', ' Private', ' 168381', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['24', ' Private', ' 293579', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 285290', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 188488', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 324469', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 275244', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 265099', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 146767', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 40681', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 3674', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 174938', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 240124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['71', ' Private', ' 269708', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Female', ' 2329', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 34180', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 225904', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 89392', ' Masters', ' 14', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 46857', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 105363', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 195105', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 184117', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 134768', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['17', ' ?', ' 145886', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 153078', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' ?', ' >50K']\n", - "['62', ' ?', ' 225652', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 467108', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Self-emp-inc', ' 199765', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 173938', ' HS-grad', ' 9', ' Separated', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191161', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 132606', ' 5th-6th', ' 3', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 30073', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 155190', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 42900', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 191161', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 181820', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 105974', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 146378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 103440', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 203435', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['31', ' Federal-gov', ' 168312', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 257764', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 171301', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 225339', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 152234', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 40', ' Japan', ' >50K']\n", - "['20', ' Private', ' 444554', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 403788', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 190997', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 221550', ' Masters', ' 14', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' Poland', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 98929', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 169203', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 102332', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 230684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 449257', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 198766', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 97429', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['25', ' Private', ' 208999', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 37072', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 163101', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 119075', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 137314', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 127303', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 349116', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 266324', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 1564', ' 70', ' Iran', ' >50K']\n", - "['19', ' ?', ' 194095', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 46496', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 29904', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 289403', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 40', ' ?', ' >50K']\n", - "['59', ' Private', ' 226922', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 1762', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Federal-gov', ' 234151', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 238287', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 230624', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 398212', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 114758', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 246519', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 2105', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 137815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 260696', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 325007', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 113176', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 66815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 51795', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 241523', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 30226', ' 11th', ' 7', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 352628', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 143912', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 130021', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 329778', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 196945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 78', ' Thailand', ' <=50K']\n", - "['39', ' Private', ' 24342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 34368', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Self-emp-not-inc', ' 173839', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 73211', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 86723', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 179186', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 90', ' United-States', ' >50K']\n", - "['31', ' Private', ' 127610', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 115070', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 172582', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 256202', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 202872', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 184102', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 130703', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 134727', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 43', ' Germany', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 36228', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 35', ' United-States', ' >50K']\n", - "['39', ' Private', ' 297847', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 3411', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 213644', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 173796', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 147322', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['59', ' Private', ' 296253', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 180871', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' ?', ' 169882', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 211115', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 183870', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 441620', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' Mexico', ' <=50K']\n", - "['36', ' Federal-gov', ' 218542', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 141327', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 67716', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 175339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 60', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 347089', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 336595', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 27997', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 145574', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 30447', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 256866', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 120837', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 185283', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Self-emp-inc', ' 229466', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 298225', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 185749', ' 11th', ' 7', ' Widowed', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 333100', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 1055', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 125892', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 563883', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['56', ' Private', ' 311249', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 221757', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 310152', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 211453', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 94113', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 192945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 161508', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 177675', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 51100', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 100584', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Federal-gov', ' 163003', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 67728', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 101320', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 42706', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 228535', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 36', ' United-States', ' >50K']\n", - "['61', ' Private', ' 120939', ' Prof-school', ' 15', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' >50K']\n", - "['25', ' Private', ' 98283', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 216481', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' State-gov', ' 208869', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 207940', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 34248', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 83727', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 183077', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 197850', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 235271', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 35236', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 255822', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-inc', ' 263925', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 256263', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 293535', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 209448', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2105', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 57651', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 2001', ' 42', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 174592', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 278763', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 175232', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 402812', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 101150', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 103538', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' State-gov', ' 156877', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' Private', ' 23940', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 210295', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 80058', ' 11th', ' 7', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['35', ' Private', ' 187119', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1980', ' 65', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 105021', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' Private', ' 225775', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 395831', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['49', ' Private', ' 50282', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 32732', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 179436', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['60', ' ?', ' 290593', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 123253', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 48433', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 245317', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 431745', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 436006', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 224943', ' Some-college', ' 10', ' Married-spouse-absent', ' Prof-specialty', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 167990', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['37', ' Self-emp-inc', ' 217054', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['66', ' Self-emp-not-inc', ' 298834', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 125000', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['44', ' Private', ' 123983', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['46', ' Private', ' 155489', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['59', ' Private', ' 284834', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 2885', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 212495', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 1340', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 32124', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 246891', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 141483', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 31985', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 170800', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 166295', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2339', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 231286', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 159322', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 176026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 118025', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 26898', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 232628', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 85995', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 125421', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 245305', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['50', ' Private', ' 73493', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 197058', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 122116', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 75742', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 214731', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 265954', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 197156', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 162245', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 70', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 203070', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 165695', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 473040', ' 5th-6th', ' 3', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 168107', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 163494', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 180342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 122381', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 148069', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 200973', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 130806', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 117148', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 213977', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 134768', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' ?', ' >50K']\n", - "['44', ' Private', ' 139338', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 315877', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 195124', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['25', ' Private', ' 352057', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 236684', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 208447', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 149640', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 111177', ' Bachelors', ' 13', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 25124', ' 0', ' 16', ' United-States', ' >50K']\n", - "['51', ' Private', ' 154342', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 141459', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 111797', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['29', ' Private', ' 111900', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 78707', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 160574', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 174714', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 62534', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['44', ' Private', ' 216907', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 198148', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 124265', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 261059', ' 10th', ' 6', ' Separated', ' ?', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 208137', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 257250', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 147253', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 244268', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 213255', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 266912', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 169104', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['29', ' Private', ' 200511', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 128715', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 65535', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 103395', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 71046', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' Scotland', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 125442', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 169188', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 121471', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 207281', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 46097', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 206671', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 1055', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 98361', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' ?', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 322143', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 149184', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 119829', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 910398', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 176570', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 216129', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 27207', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 68830', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 178818', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 236944', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 273771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 318533', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 451940', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 102318', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 379350', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 21095', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 211547', ' 12th', ' 8', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 85272', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['45', ' Private', ' 46406', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' England', ' >50K']\n", - "['54', ' Private', ' 53833', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 161007', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 53707', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 370119', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 310907', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 375833', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 107513', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 58683', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 179557', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 70240', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['44', ' Private', ' 147206', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 175548', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 163174', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['51', ' Private', ' 126010', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 147876', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 428350', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 200904', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 21', ' Haiti', ' <=50K']\n", - "['39', ' Private', ' 328466', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 70', ' Mexico', ' <=50K']\n", - "['67', ' Local-gov', ' 258973', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 345969', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 127796', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 405723', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['57', ' Private', ' 175942', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 284196', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 89718', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 2202', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 175761', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Private', ' 206369', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 158993', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 285066', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 126754', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' State-gov', ' 209280', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 6514', ' 0', ' 35', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 52888', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-inc', ' 133821', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['33', ' Private', ' 240763', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 39054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 119272', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['59', ' Private', ' 143372', ' 10th', ' 6', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 323421', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 136028', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 163189', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 202729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 421871', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 120277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' Italy', ' >50K']\n", - "['26', ' ?', ' 211798', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 198901', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 214617', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 179715', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 107231', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 110355', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 184378', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 273454', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['44', ' Private', ' 443040', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 71701', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 160151', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 107991', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 94391', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 99835', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Private', ' 43711', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 83756', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 120914', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2961', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 180052', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 170846', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['43', ' Private', ' 37937', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 168340', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['24', ' Private', ' 38455', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 128059', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 420895', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 166744', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 238768', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 176270', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 140592', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 211466', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 188540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 39581', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 171150', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 117496', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' Canada', ' <=50K']\n", - "['44', ' Private', ' 145160', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 28520', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 103851', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 1055', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 375077', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 281590', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 151504', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 415287', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 32212', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 123606', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 202565', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 177927', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 256723', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 46247', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 266926', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 112031', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 376277', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 168817', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 187487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['32', ' ?', ' 158784', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 67222', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' China', ' <=50K']\n", - "['43', ' Private', ' 201723', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['73', ' Private', ' 267408', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 168191', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['49', ' Private', ' 105444', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 156728', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 148600', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 19914', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 190767', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 233955', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' China', ' >50K']\n", - "['35', ' Private', ' 30381', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 187069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 367314', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 101119', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 86551', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 218995', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['21', ' Private', ' 57711', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 303521', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 199067', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 247445', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 186078', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 77634', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 180060', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 6849', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 56482', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 314177', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 239755', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 377680', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 134960', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['26', ' Private', ' 294493', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 32616', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1719', ' 16', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 182655', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' >50K']\n", - "['57', ' Local-gov', ' 52267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 117963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 98881', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 196963', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 166988', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 193459', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 182342', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 496743', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 154781', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 219371', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 99179', ' 11th', ' 7', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 224910', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 304651', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 349689', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 106850', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 196328', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 169323', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 162924', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Japan', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 34037', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 167651', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 197384', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 251795', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' ?', ' 266081', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 165309', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 215873', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 133938', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 159816', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 20', ' United-States', ' >50K']\n", - "['24', ' Private', ' 228424', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 195576', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 105200', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 6767', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 167350', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 52199', ' HS-grad', ' 9', ' Married-spouse-absent', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 171338', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 120173', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' ?', ' 158762', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 169818', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 288419', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 207546', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 147707', ' HS-grad', ' 9', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 2339', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 228373', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 193882', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 31033', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 272950', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 183523', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 238415', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 19302', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 2202', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 339671', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Local-gov', ' 103260', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['39', ' Private', ' 79331', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 135056', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 142723', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['30', ' Federal-gov', ' 188569', ' 9th', ' 5', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 57322', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 178309', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 166107', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['31', ' Private', ' 53042', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['33', ' Private', ' 155343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 35595', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 429507', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 159670', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 151210', ' 7th-8th', ' 4', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 186792', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 204640', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 87205', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 112847', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 107306', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 211319', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 183606', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 205390', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['73', ' Local-gov', ' 232871', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 2228', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 101017', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 114495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 183898', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 163921', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['22', ' Private', ' 311764', ' 11th', ' 7', ' Widowed', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 188330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 267174', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 36228', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 199739', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 185407', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' State-gov', ' 206139', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 282063', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 332379', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 418324', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 263338', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 158948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['51', ' Private', ' 221532', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Self-emp-not-inc', ' 202920', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 99999', ' 0', ' 40', ' Dominican-Republic', ' >50K']\n", - "['37', ' Local-gov', ' 118909', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 286469', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 191914', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 142766', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 198744', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 272780', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 219553', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 261232', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 64292', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 312131', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 30713', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 246439', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 338105', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 228243', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 62463', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 31603', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 165054', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 121618', ' 7th-8th', ' 4', ' Never-married', ' Transport-moving', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 273194', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 163665', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 538319', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['34', ' Private', ' 238246', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 244665', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 131811', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 231777', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 156807', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 236861', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 229842', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 190057', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 55076', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 152545', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 153434', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 171095', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['23', ' Private', ' 239322', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 138999', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 95450', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 176520', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 72338', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 54', ' United-States', ' >50K']\n", - "['60', ' ?', ' 386261', ' Bachelors', ' 13', ' Married-spouse-absent', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 235722', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 128884', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 187226', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 298332', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' Private', ' 173607', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 226756', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 157887', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['32', ' State-gov', ' 171111', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 126314', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 174018', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 144778', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 201522', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 22966', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 399088', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 282202', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['42', ' Private', ' 102606', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 246862', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['27', ' Federal-gov', ' 508336', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 263431', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 235733', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 107910', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 184425', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['22', ' Self-emp-not-inc', ' 143062', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['25', ' Private', ' 199545', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 197015', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 149617', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 33610', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 192002', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['68', ' Private', ' 67791', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 445382', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Private', ' 112283', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 157249', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 109872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 119838', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 149943', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Other', ' Male', ' 0', ' 1590', ' 40', ' ?', ' <=50K']\n", - "['65', ' Without-pay', ' 27012', ' 7th-8th', ' 4', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 91666', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 270276', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 179271', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 161819', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 339681', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 219897', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 91683', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 188834', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 187046', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191807', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 179951', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 324420', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 66632', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 121718', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 162034', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 218990', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 125863', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 225330', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 120426', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 119741', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 32000', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' >50K']\n", - "['21', ' ?', ' 124242', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 278581', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 230224', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 204374', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 188386', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 164922', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 195176', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 166740', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 156008', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 162551', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 48', ' China', ' <=50K']\n", - "['25', ' Private', ' 211231', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['25', ' Private', ' 169990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 221832', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 255454', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 28160', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 159219', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['26', ' Local-gov', ' 103148', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 165186', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 31782', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 249101', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 243190', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Local-gov', ' 153405', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 329980', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 60', ' United-States', ' >50K']\n", - "['57', ' Private', ' 176079', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 218542', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 303446', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' Nicaragua', ' <=50K']\n", - "['40', ' Private', ' 102606', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 483201', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' Local-gov', ' 144608', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 226013', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 165475', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 263637', ' 10th', ' 6', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 201495', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 213720', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 170483', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 214303', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 190511', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 242150', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 159755', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 147629', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Private', ' 268022', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 188711', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 452205', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 260847', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 291374', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 189933', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 133969', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' South', ' >50K']\n", - "['35', ' Private', ' 330664', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 672412', ' 11th', ' 7', ' Separated', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 122999', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 111415', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Germany', ' <=50K']\n", - "['33', ' Private', ' 217235', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 121956', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 13550', ' 0', ' 40', ' Cambodia', ' >50K']\n", - "['23', ' Private', ' 120172', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 343403', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 104790', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 473547', ' 10th', ' 6', ' Divorced', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 260106', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 168232', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 348491', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 24106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Self-emp-inc', ' 197553', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 421065', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 138852', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' ?', ' 169631', ' Assoc-acdm', ' 12', ' Married-AF-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 379412', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 181992', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 365640', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['26', ' Private', ' 236564', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 363418', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['50', ' Private', ' 112351', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 204704', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 54611', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 128132', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['75', ' Self-emp-not-inc', ' 30599', ' Masters', ' 14', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 379522', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['51', ' State-gov', ' 196504', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 82552', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 104024', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 293114', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 1409', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 74141', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['39', ' Private', ' 192337', ' Bachelors', ' 13', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 262478', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 185072', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['24', ' Private', ' 296045', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 246595', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 54472', ' Some-college', ' 10', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 331065', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 161708', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 264936', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 113545', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 212237', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 170430', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' ?', ' <=50K']\n", - "['34', ' Private', ' 173806', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4865', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 370890', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 505119', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['23', ' Private', ' 193089', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 33432', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 103110', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['32', ' Private', ' 160362', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['35', ' Private', ' 204621', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 35309', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 154373', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 194772', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 154410', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 220563', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 253354', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 211699', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 167501', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 20051', ' 0', ' 10', ' United-States', ' >50K']\n", - "['34', ' Private', ' 229732', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 185465', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 335764', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 460046', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 33487', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 176924', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 213307', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 83893', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 194102', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 238611', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 113597', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 208406', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['53', ' Private', ' 274528', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['17', ' Self-emp-not-inc', ' 60116', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 196816', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 166368', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 303954', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 42', ' United-States', ' >50K']\n", - "['24', ' Private', ' 99386', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 188569', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 302868', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 283342', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 233777', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 170038', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 261319', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 367237', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 126838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 354104', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 176321', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['47', ' Private', ' 85129', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 376474', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 62507', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 111252', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 156889', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 549430', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 29696', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' Private', ' 98837', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 86150', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['34', ' Private', ' 204991', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 371886', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 103605', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 54851', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 133050', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 126569', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Federal-gov', ' 144259', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 161482', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 305449', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 125010', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 304133', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 120617', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 157747', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 297396', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 121287', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 308493', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 17', ' Honduras', ' <=50K']\n", - "['37', ' Private', ' 49115', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 208302', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['25', ' Private', ' 304032', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 207301', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 123211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['42', ' Private', ' 33521', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' ?', ' 410351', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 410034', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 175339', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' >50K']\n", - "['22', ' ?', ' 27937', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 168211', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 125680', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 16', ' Japan', ' <=50K']\n", - "['56', ' Local-gov', ' 160829', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 266529', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 115023', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' ?', ' <=50K']\n", - "['47', ' State-gov', ' 224149', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 150930', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 343699', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 172826', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 163392', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['17', ' ?', ' 103810', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 213821', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 211265', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' Dominican-Republic', ' <=50K']\n", - "['58', ' Local-gov', ' 160586', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 146454', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5556', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 203277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 309895', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 26522', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 35', ' United-States', ' >50K']\n", - "['57', ' Private', ' 103809', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 90291', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 181761', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 35330', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1669', ' 55', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 135776', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 188172', ' Doctorate', ' 16', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 179579', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 193626', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 108887', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 199070', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 441591', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 185254', ' 5th-6th', ' 3', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['24', ' Private', ' 109307', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 81853', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 23621', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 145178', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 38', ' Jamaica', ' >50K']\n", - "['47', ' State-gov', ' 30575', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 130620', ' 11th', ' 7', ' Separated', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['41', ' Local-gov', ' 22155', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 106437', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 79787', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 326857', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 81853', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 120933', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 153143', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['46', ' Private', ' 27669', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 105444', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 169785', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 122493', ' HS-grad', ' 9', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 242670', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 54933', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 209317', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 282631', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 98044', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 187487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 60186', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 75648', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 201175', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 19302', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 300812', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 146659', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 35', ' United-States', ' >50K']\n", - "['75', ' Private', ' 101887', ' 10th', ' 6', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 117778', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 60726', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 201763', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Self-emp-inc', ' 119253', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 121124', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Italy', ' >50K']\n", - "['41', ' Private', ' 220132', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 60639', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 195262', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 113544', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' ?', ' 331650', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' >50K']\n", - "['22', ' Private', ' 100587', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 298130', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 242391', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 197867', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 151977', ' 10th', ' 6', ' Separated', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 277347', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 125249', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 222142', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 270194', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 169995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 359155', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 123992', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 266080', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 201531', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 179704', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 393673', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 244147', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 438696', ' Masters', ' 14', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 207568', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 54052', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' >50K']\n", - "['46', ' Private', ' 187581', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 77102', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 353010', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 54131', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['74', ' Federal-gov', ' 39890', ' Some-college', ' 10', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 156877', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['22', ' Private', ' 355686', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 300168', ' 12th', ' 8', ' Separated', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 488720', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 157287', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 184659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 214169', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 192149', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 137253', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 373050', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 90377', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 6767', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 183151', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 227158', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 34021', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 165148', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 211668', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 358886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 47707', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 306982', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' South', ' <=50K']\n", - "['49', ' Local-gov', ' 52590', ' HS-grad', ' 9', ' Widowed', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 179352', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 158156', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 70055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 131852', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 177825', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 127215', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['23', ' Private', ' 175183', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 142287', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 221324', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 227602', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 228452', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 39380', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 96862', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 336360', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 257644', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 235853', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 270577', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 222900', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 99254', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 224763', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 174056', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 127306', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 339506', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 178322', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['33', ' Private', ' 189843', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 160815', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 207665', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 160402', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 170263', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 184659', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 338320', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 101017', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 204322', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 241350', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['63', ' Federal-gov', ' 217994', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 128143', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 164065', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 78866', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 236769', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 239539', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['39', ' Private', ' 34028', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 207847', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 175935', ' Doctorate', ' 16', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['22', ' Federal-gov', ' 218445', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 215833', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 156976', ' Assoc-voc', ' 11', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 220647', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 218343', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 241431', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 123983', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 1741', ' 40', ' Vietnam', ' <=50K']\n", - "['25', ' Private', ' 73289', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 408623', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 169180', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 54929', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 306779', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 159549', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 482082', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 21', ' Mexico', ' <=50K']\n", - "['32', ' Local-gov', ' 286101', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 167955', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 209040', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 105017', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 27776', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 242941', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 10', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 118853', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 119565', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 196827', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 275361', ' Assoc-acdm', ' 12', ' Widowed', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 225193', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 329783', ' 10th', ' 6', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 107411', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 258490', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 120243', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 219509', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['27', ' Local-gov', ' 29174', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 40083', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['23', ' Private', ' 87528', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116379', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' Taiwan', ' >50K']\n", - "['46', ' Local-gov', ' 216214', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['34', ' Private', ' 268051', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 25', ' Haiti', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 121718', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 201901', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 1719', ' 15', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 109089', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 346382', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 284129', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 143030', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 212619', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-not-inc', ' 199011', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 118901', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 129865', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 157900', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 349341', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 158685', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 386585', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 52386', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 246891', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 190385', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 37869', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 217807', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 149784', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' State-gov', ' 201293', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 128764', ' 7th-8th', ' 4', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 27444', ' Some-college', ' 10', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 62438', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 151726', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 29841', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 131608', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 110562', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 190541', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['62', ' State-gov', ' 33142', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['65', ' Self-emp-inc', ' 139272', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 234633', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 238386', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 460835', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 243190', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' China', ' <=50K']\n", - "['63', ' Federal-gov', ' 97855', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 77146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 200863', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 41107', ' Bachelors', ' 13', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['56', ' Private', ' 77415', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 236770', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 173093', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 1887', ' 40', ' Philippines', ' >50K']\n", - "['32', ' Private', ' 235124', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 282604', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 199288', ' 11th', ' 7', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 191659', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 65', ' United-States', ' >50K']\n", - "['19', ' Private', ' 43285', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 160837', ' 11th', ' 7', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['22', ' Private', ' 230574', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 176178', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 116358', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['27', ' ?', ' 253873', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 107787', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 519627', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 191460', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 198282', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 214858', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 64875', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 675421', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 134768', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Federal-gov', ' 207342', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 64830', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 220066', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 82521', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 176711', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['22', ' ?', ' 217421', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 111900', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 196943', ' Some-college', ' 10', ' Separated', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 481987', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' ?', ' 184506', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 419', ' 3', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 121313', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 158420', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 256000', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 183892', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 44', ' United-States', ' >50K']\n", - "['28', ' Private', ' 42734', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 181773', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 184945', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 107248', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 215382', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 122999', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 758700', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['36', ' State-gov', ' 166606', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 192060', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['74', ' ?', ' 340939', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 205708', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['55', ' Private', ' 67450', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['20', ' Private', ' 242077', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 129573', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 181132', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['25', ' Private', ' 212302', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 83411', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 148751', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 317681', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 103986', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 30602', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 172893', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 211804', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 312055', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 65390', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 200500', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 241962', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 78530', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' Canada', ' >50K']\n", - "['22', ' Private', ' 189950', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 111387', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 241951', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 343059', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 302465', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 156843', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 54', ' United-States', ' >50K']\n", - "['21', ' ?', ' 79728', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 55284', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 509364', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 117927', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 137651', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 131060', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 346963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 183611', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 134737', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 36503', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 250121', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 330535', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 387776', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 41474', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['36', ' Local-gov', ' 318972', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 86143', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['50', ' Private', ' 181139', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 326232', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 2547', ' 50', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 153976', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 59469', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 127139', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 136343', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 350624', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 177351', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2174', ' 40', ' United-States', ' >50K']\n", - "['68', ' Private', ' 166149', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 2206', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 121523', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 267396', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 83045', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 160449', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['55', ' Self-emp-inc', ' 124137', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 35', ' Greece', ' >50K']\n", - "['20', ' ?', ' 287681', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 154194', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 295127', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 240521', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 244087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['35', ' Private', ' 356250', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' China', ' <=50K']\n", - "['42', ' State-gov', ' 293791', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 44308', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 210527', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 151763', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 267581', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 100188', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 111746', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 171091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 355645', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' Trinadad&Tobago', ' <=50K']\n", - "['54', ' Local-gov', ' 137678', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 70894', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 171306', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 100997', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 63921', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 32897', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 251854', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 345121', ' 10th', ' 6', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 86220', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 172845', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 171398', ' 10th', ' 6', ' Never-married', ' Sales', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 174391', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 207058', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 291251', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 224377', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 105813', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 180916', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 122749', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 31069', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 284343', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 319371', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 174224', ' Assoc-voc', ' 11', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 183958', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 127772', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 44', ' United-States', ' >50K']\n", - "['48', ' Private', ' 80651', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 62793', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 191712', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 237532', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 54', ' Dominican-Republic', ' >50K']\n", - "['50', ' Federal-gov', ' 20179', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 311376', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 432565', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['39', ' Self-emp-inc', ' 329980', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 60', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 125190', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 342946', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 219835', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 123429', ' 10th', ' 6', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-inc', ' 69209', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3818', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 66356', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 195897', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 153132', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 52', ' United-States', ' >50K']\n", - "['18', ' Private', ' 230875', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 92298', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 185145', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 297296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 164849', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 1409', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 145214', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 242341', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 240542', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 104772', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 152802', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 181666', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 415520', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 258761', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 88842', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 356717', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 158438', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['57', ' Private', ' 206206', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 51816', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 253814', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 161745', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 162947', ' 5th-6th', ' 3', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['52', ' Private', ' 163027', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 146788', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 73309', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' ?', ' 143867', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 104216', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 345705', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 133770', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 209392', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 262345', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 277545', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['47', ' ?', ' 174525', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 40', ' ?', ' <=50K']\n", - "['29', ' Private', ' 490332', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 211570', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 374918', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 106728', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 173649', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['35', ' Private', ' 174597', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 233533', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' ?', ' 169785', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 133169', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 198824', ' Assoc-voc', ' 11', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 174056', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 188696', ' Assoc-voc', ' 11', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 90692', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 271933', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 1741', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 102359', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 213668', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['21', ' Private', ' 294789', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 157599', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' Local-gov', ' 134935', ' 12th', ' 8', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 466224', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 111985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 264627', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 213427', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 279015', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 165937', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Federal-gov', ' 188343', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 158609', ' Assoc-voc', ' 11', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 193036', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 198632', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 175912', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 914', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 192773', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 101387', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 60783', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['26', ' Private', ' 183224', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 100776', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 57600', ' Doctorate', ' 16', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['20', ' Private', ' 174063', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 306495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 249741', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 93021', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 49626', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 63062', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 320835', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Local-gov', ' 123727', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 110517', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 4064', ' 0', ' 40', ' India', ' <=50K']\n", - "['43', ' Private', ' 149670', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 4064', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 172425', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['40', ' Private', ' 216116', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['46', ' Private', ' 174209', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 175083', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 129059', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 121313', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 181317', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 166851', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 29616', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 105582', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' ?', ' 124993', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 148509', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 230246', ' 9th', ' 5', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['56', ' Private', ' 117881', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 203408', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 446219', ' 10th', ' 6', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 110331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['48', ' Private', ' 207946', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 45537', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 188330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 147629', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 153799', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['28', ' Private', ' 203776', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 168071', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 348430', ' 1st-4th', ' 2', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['51', ' Private', ' 103407', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 152046', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Germany', ' <=50K']\n", - "['36', ' Private', ' 153205', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['33', ' Private', ' 326104', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 238162', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 221336', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['33', ' Private', ' 180656', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['77', ' Self-emp-not-inc', ' 145329', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 401', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 315776', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 8614', ' 0', ' 52', ' United-States', ' >50K']\n", - "['67', ' ?', ' 150516', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 325802', ' Assoc-acdm', ' 12', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 133985', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 269329', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 183203', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Private', ' 76127', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['32', ' Private', ' 195891', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 162137', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 37672', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 161708', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 80616', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 209276', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 34443', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 192835', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 55', ' United-States', ' >50K']\n", - "['23', ' Private', ' 203240', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 102308', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 40829', ' 11th', ' 7', ' Never-married', ' Sales', ' Other-relative', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 60726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 116677', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 57067', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 304906', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['74', ' Private', ' 101590', ' Prof-school', ' 15', ' Widowed', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 258102', ' 5th-6th', ' 3', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 241185', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 124827', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-inc', ' 76625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 263339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 135645', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 245626', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 210781', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 235786', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 160167', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 30731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 314375', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 81528', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 182854', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 296798', ' 11th', ' 7', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 1340', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 194426', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' ?', ' 70645', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 141807', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['66', ' ?', ' 112871', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 71344', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 341410', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 118941', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' ?', ' 159755', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 128509', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 229125', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 142756', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 243871', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 213140', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 196857', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 138626', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 161334', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Nicaragua', ' <=50K']\n", - "['50', ' Private', ' 273536', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 49', ' Dominican-Republic', ' <=50K']\n", - "['32', ' Private', ' 115631', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 4101', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 185957', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 334357', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 96102', ' Masters', ' 14', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 213226', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' >50K']\n", - "['19', ' Private', ' 115248', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['37', ' Private', ' 185061', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 147638', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['18', ' Private', ' 280298', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 163516', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 277434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 206983', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Columbia', ' <=50K']\n", - "['48', ' Private', ' 108993', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 288551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 176069', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 183486', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['40', ' Private', ' 163215', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' Private', ' 94692', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['20', ' Private', ' 118462', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 407068', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' Mexico', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 243587', ' Some-college', ' 10', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['49', ' Private', ' 23074', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 237735', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 188291', ' 1st-4th', ' 2', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 284166', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 423460', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 287681', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 509364', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 139391', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 91964', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 117526', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 91343', ' Some-college', ' 10', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 336969', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' El-Salvador', ' <=50K']\n", - "['55', ' Private', ' 255364', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 167670', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 211494', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['78', ' Local-gov', ' 136198', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 409815', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 188823', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 146326', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 154374', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 216563', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 197286', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 100722', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 377622', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 145964', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 358636', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 155489', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['18', ' Private', ' 57413', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 320421', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 174752', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 229364', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 157486', ' 10th', ' 6', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 92682', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 101338', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 132652', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 34616', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 218903', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 204098', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 64045', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Private', ' 189763', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 26248', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 92079', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 280071', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 224059', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 185520', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 265567', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 106890', ' Assoc-voc', ' 11', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 39586', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['42', ' Private', ' 153132', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['51', ' Private', ' 209912', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 144169', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 50442', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 2977', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 89644', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' Private', ' 275889', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 231638', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 224474', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 4934', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 355259', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Federal-gov', ' 68330', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 185410', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 87653', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 286853', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 96710', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 160143', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['25', ' Private', ' 186925', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 2597', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 109705', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 94235', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 225279', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1602', ' 40', ' ?', ' <=50K']\n", - "['37', ' Local-gov', ' 297449', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 205896', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 93717', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 194710', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 236391', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 189123', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 358677', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 199539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 128170', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 231238', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 296152', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 594', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 166003', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 281437', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190231', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 11', ' Nicaragua', ' <=50K']\n", - "['47', ' Private', ' 122026', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 205527', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 174102', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' Greece', ' >50K']\n", - "['43', ' Private', ' 125461', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['80', ' Self-emp-not-inc', ' 184335', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 211345', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' Local-gov', ' 147328', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 222993', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 225978', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 121124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' ?', ' 656036', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 346762', ' 11th', ' 7', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 234057', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Federal-gov', ' 306515', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 116562', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 171159', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 199011', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 443508', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' Canada', ' >50K']\n", - "['24', ' Private', ' 29810', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 238831', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 566117', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 255044', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 436253', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 300687', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 144071', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 133917', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 60', ' ?', ' >50K']\n", - "['26', ' Private', ' 188767', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 300777', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 26987', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 174395', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' Greece', ' <=50K']\n", - "['59', ' Private', ' 90290', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 183735', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 123273', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 186916', ' Masters', ' 14', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['61', ' Private', ' 43554', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 2339', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 178251', ' Assoc-acdm', ' 12', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 255885', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 64292', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 194773', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 133060', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 258006', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['55', ' Private', ' 92215', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 33945', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 153048', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 192200', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['34', ' Private', ' 355571', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 139268', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 34402', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 25955', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 209609', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 168283', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 295488', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 190895', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 164190', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 216010', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 387568', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 188386', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 174491', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 31221', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 272451', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 152652', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 104413', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 105936', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 379066', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 2205', ' 24', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 214858', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 237735', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 158592', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 237321', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['41', ' Private', ' 23646', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 169240', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 454508', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 130356', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 427686', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Local-gov', ' 36411', ' 12th', ' 8', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 548510', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 187264', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 140752', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 325596', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 175804', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 107302', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['63', ' Local-gov', ' 41161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 401832', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 353808', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['58', ' Self-emp-inc', ' 349910', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 161478', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['17', ' Private', ' 400225', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 367533', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 69306', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 270366', ' 10th', ' 6', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 103751', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 75227', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 132563', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 1726', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 79580', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 344624', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-inc', ' 186359', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 121685', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 75104', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 188343', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 246449', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 85088', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 545483', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 243986', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 32778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 369114', ' HS-grad', ' 9', ' Separated', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 217200', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 149220', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 162034', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 157813', ' 11th', ' 7', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 58', ' Canada', ' <=50K']\n", - "['17', ' ?', ' 179715', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 335549', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2444', ' 45', ' United-States', ' >50K']\n", - "['47', ' Private', ' 102308', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 367749', ' 1st-4th', ' 2', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['25', ' Private', ' 98281', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 115792', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 277788', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 103435', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 37646', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 385632', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 210278', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 335357', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 272165', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 148995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 113434', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 132551', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 115433', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 33', ' United-States', ' >50K']\n", - "['29', ' Private', ' 227890', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 503012', ' 5th-6th', ' 3', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 250873', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 407930', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 148187', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 159322', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 334368', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 196328', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 270842', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['71', ' Private', ' 235079', ' Preschool', ' 1', ' Widowed', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 327154', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 188391', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Federal-gov', ' 30559', ' HS-grad', ' 9', ' Married-AF-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 255098', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 248010', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 174515', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 171956', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['56', ' Private', ' 193130', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 108670', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 186172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Private', ' 348854', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 271828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Private', ' 148606', ' 10th', ' 6', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 123983', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['22', ' Private', ' 24896', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' Germany', ' <=50K']\n", - "['47', ' Private', ' 573583', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' Italy', ' >50K']\n", - "['67', ' Self-emp-inc', ' 106175', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 75', ' United-States', ' >50K']\n", - "['43', ' Private', ' 307767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 200574', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 59083', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 358056', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['81', ' Private', ' 114670', ' 9th', ' 5', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 2062', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 262042', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 1138', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 206010', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 183869', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['28', ' Private', ' 159001', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 155818', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 96055', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 131776', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 228613', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 198163', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 37028', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 177304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 144064', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 146659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 26904', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 98', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 238917', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 170148', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 27821', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 220460', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['49', ' Private', ' 101320', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 173858', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['52', ' Private', ' 91048', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 298696', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 207202', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 230397', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 180599', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 199046', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 132686', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' Italy', ' >50K']\n", - "['23', ' Private', ' 240063', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 177705', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 511361', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 89397', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 239439', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 36989', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 76978', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['75', ' Private', ' 200068', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['24', ' Private', ' 454941', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 107218', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 182070', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 176360', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 452405', ' Preschool', ' 1', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['18', ' ?', ' 297396', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 84790', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' Private', ' 186787', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 169662', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['48', ' Private', ' 125933', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 1669', ' 38', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 35448', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 225548', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 240842', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 103931', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 232618', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 288548', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 220609', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 26145', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 268525', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 133758', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 121264', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 29814', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 193701', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 183279', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['27', ' Private', ' 163942', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Ireland', ' <=50K']\n", - "['75', ' Private', ' 188612', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 102771', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['27', ' Private', ' 85625', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 245090', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 131239', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 182074', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 187046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 90624', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 37933', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 182177', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 716416', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['29', ' Private', ' 190562', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 141583', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 98941', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 201729', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 175485', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 149168', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 115971', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 161708', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 244903', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 155664', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 112754', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 178385', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 48', ' India', ' <=50K']\n", - "['20', ' Private', ' 44064', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 120939', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 165134', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Columbia', ' <=50K']\n", - "['29', ' Private', ' 100405', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 361888', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Japan', ' <=50K']\n", - "['39', ' Local-gov', ' 167864', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 202950', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 218188', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 234962', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['72', ' ?', ' 177226', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 259931', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 189528', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 34996', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 112584', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 117589', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 145234', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 267086', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 44434', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 96130', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 181382', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 168845', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 271767', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 194636', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['64', ' State-gov', ' 194894', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 132686', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 185848', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 184378', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 270859', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 231866', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 36032', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 172962', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 98350', ' Prof-school', ' 15', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' Philippines', ' >50K']\n", - "['51', ' Private', ' 24185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 53930', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 85088', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1762', ' 32', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 94962', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['28', ' Private', ' 480861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 187702', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 52262', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 52636', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 175273', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 327825', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 2238', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 125892', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['40', ' ?', ' 78255', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 398827', ' HS-grad', ' 9', ' Married-AF-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 208919', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['71', ' Local-gov', ' 365996', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 307638', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 33068', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 254291', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 125417', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 28848', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 273425', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 194723', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['25', ' Private', ' 195118', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 123273', ' 5th-6th', ' 3', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 56', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 220115', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 265706', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 279129', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 122742', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['57', ' Self-emp-inc', ' 172654', ' Prof-school', ' 15', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 119199', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 107793', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['35', ' Private', ' 237943', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 64632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 96245', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 361494', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Local-gov', ' 122850', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 173652', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 164663', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 98678', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 245529', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 55294', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 140583', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 79797', ' HS-grad', ' 9', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' >50K']\n", - "['72', ' ?', ' 113044', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 283499', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 51111', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 232475', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 176140', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 301654', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 376455', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' ?', ' 192569', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 229803', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 337639', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 130849', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 296282', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 266645', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' State-gov', ' 110128', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 90196', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' State-gov', ' 40024', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['35', ' Private', ' 144322', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-inc', ' 162340', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 169069', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 113601', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 157145', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 2258', ' 10', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 111275', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 102076', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 182117', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 145409', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 190122', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 331482', ' Prof-school', ' 15', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 170114', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 84', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 193188', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 267588', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 200471', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' ?', ' 175586', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 322658', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 263982', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 266287', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 278187', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-inc', ' 81413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 2352', ' 65', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 221745', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 140764', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 206351', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 176814', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 245307', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 48', ' United-States', ' >50K']\n", - "['61', ' State-gov', ' 124971', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['28', ' Private', ' 119545', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 179203', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 44075', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 178319', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['24', ' Private', ' 219754', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 198316', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 168165', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 356838', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 55', ' Poland', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 210736', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 173212', ' Assoc-acdm', ' 12', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 2354', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 130431', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['35', ' ?', ' 169809', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 197481', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 155066', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 31290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 54102', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 181546', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 153484', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 351228', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 131976', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 200639', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 267546', ' Assoc-acdm', ' 12', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 179875', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 237865', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' Private', ' 300528', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 67716', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 10520', ' 0', ' 48', ' United-States', ' >50K']\n", - "['48', ' Federal-gov', ' 326048', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['60', ' Private', ' 191188', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 32172', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 252903', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['37', ' Federal-gov', ' 334314', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 83704', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 160574', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['27', ' Private', ' 203776', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 328610', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 295589', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 174373', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 247752', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 199244', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 139992', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 95680', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 189933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 498785', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 177526', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 150121', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['56', ' Federal-gov', ' 130454', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 119079', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' >50K']\n", - "['33', ' Private', ' 220939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 94235', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['21', ' Private', ' 305874', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 62020', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 235624', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['43', ' Local-gov', ' 247514', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 275726', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 72896', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 110510', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 173938', ' Prof-school', ' 15', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['27', ' Private', ' 200641', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['53', ' Private', ' 211654', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['38', ' Private', ' 242720', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['31', ' Private', ' 111567', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['41', ' Private', ' 179533', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 334693', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 198096', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 355756', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 19395', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 242586', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 208358', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Private', ' 160647', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 227943', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 197665', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 216129', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['30', ' Local-gov', ' 326104', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 57211', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 100219', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 291192', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 93415', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 191502', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 261382', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 170230', ' Bachelors', ' 13', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['59', ' Private', ' 374924', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 320984', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 338320', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Private', ' 135190', ' 7th-8th', ' 4', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 157909', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 2964', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 637222', ' 12th', ' 8', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 430084', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 125279', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 221955', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 180195', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 208778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 81534', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 325538', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['28', ' Private', ' 142264', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Dominican-Republic', ' <=50K']\n", - "['23', ' Private', ' 128604', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 48', ' South', ' <=50K']\n", - "['39', ' Private', ' 277886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 100029', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['31', ' Private', ' 169269', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 160472', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['23', ' ?', ' 123983', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 297884', ' 10th', ' 6', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 99131', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 44392', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['82', ' ?', ' 29441', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 199029', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 55', ' United-States', ' >50K']\n", - "['74', ' Federal-gov', ' 181508', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 190625', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 194740', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Greece', ' <=50K']\n", - "['34', ' Private', ' 27380', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Private', ' 160631', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 224531', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Private', ' 283005', ' 11th', ' 7', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 101926', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 135102', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 113436', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 248973', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 225334', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 157562', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 80', ' United-States', ' >50K']\n", - "['58', ' Local-gov', ' 310085', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 129597', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 53042', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 204205', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 169324', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['52', ' ?', ' 134447', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 236731', ' 1st-4th', ' 2', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['52', ' Private', ' 141301', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 235124', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 367020', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 149102', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['30', ' Private', ' 423770', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 211759', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['17', ' ?', ' 110998', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['34', ' Private', ' 56883', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 223062', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 406662', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 206600', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['42', ' Local-gov', ' 147510', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 235646', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 187577', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 132832', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 20051', ' 0', ' 40', ' ?', ' >50K']\n", - "['46', ' Self-emp-inc', ' 278322', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 278924', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 203039', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 145651', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 144531', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 91145', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 211762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' ?', ' 111563', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 180985', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['31', ' Private', ' 207537', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 1669', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 417657', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 189890', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 5455', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 223212', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' Peru', ' >50K']\n", - "['26', ' Private', ' 108658', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 190023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 222130', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 164866', ' Assoc-acdm', ' 12', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 170983', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 186269', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 286026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 403433', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' ?', ' 224209', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 123160', ' 10th', ' 6', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 99527', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 123178', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 231043', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 317733', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 241056', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 220066', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 180342', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 31840', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 183168', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 386036', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 446358', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' >50K']\n", - "['45', ' Private', ' 28035', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 282155', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 192384', ' Prof-school', ' 15', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 383637', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 457402', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 80249', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 159537', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 240859', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['33', ' Private', ' 83446', ' 11th', ' 7', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['74', ' ?', ' 29866', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 185503', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 68781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 220589', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 51136', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 54560', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 28221', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['25', ' Private', ' 201413', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 40425', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 189461', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 200576', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 92691', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 664821', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['37', ' Private', ' 175130', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 391016', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 249315', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 111169', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 334946', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 352248', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 173804', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 155449', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 73689', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 227594', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 161676', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 75913', ' 12th', ' 8', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 242552', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 352094', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' Guatemala', ' >50K']\n", - "['26', ' Private', ' 159732', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 131230', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 180695', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 189922', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 409189', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 111252', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 294395', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 172718', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 43403', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 54', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 111963', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 247869', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['59', ' Private', ' 114032', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 356838', ' 12th', ' 8', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 179633', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 19847', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 231689', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 209942', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 197492', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 262439', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['46', ' Private', ' 283037', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['79', ' ?', ' 144533', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 83446', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 215443', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 268252', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 181015', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 139916', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 2179', ' 84', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 195770', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 125194', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 58654', ' Assoc-voc', ' 11', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 252327', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 116508', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['36', ' Private', ' 166988', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 374163', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' ?', ' 96851', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 1719', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 196788', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 186172', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 245628', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 159732', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 129856', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 182812', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 3325', ' 0', ' 52', ' Dominican-Republic', ' <=50K']\n", - "['41', ' Private', ' 314322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 102976', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Self-emp-inc', ' 42959', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 256356', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 136277', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 284616', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 185554', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 138847', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 33487', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 84306', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 223881', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['61', ' Private', ' 149653', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 348739', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 235442', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 34506', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 346964', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192208', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 305874', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 462890', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 89508', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 200153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 179446', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 208965', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 40142', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 57452', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 327573', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 151267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 265266', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 203836', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['51', ' ?', ' 163998', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 28281', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 293196', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' Iran', ' >50K']\n", - "['45', ' Private', ' 214627', ' Doctorate', ' 16', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 15020', ' 0', ' 40', ' Iran', ' >50K']\n", - "['20', ' Private', ' 368852', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 353396', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 161745', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 97963', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 156542', ' Prof-school', ' 15', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' State-gov', ' 198103', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 55377', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 173730', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 374588', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 174330', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 78141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' ?', ' 190324', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 31350', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 243607', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['47', ' Local-gov', ' 134671', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 197023', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 117674', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 169815', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 598606', ' 9th', ' 5', ' Separated', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 122861', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 166235', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 187821', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 340940', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' Self-emp-not-inc', ' 194791', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 231323', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 305597', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 25429', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 192779', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 346478', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 341368', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 295612', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 168936', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 218558', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 336598', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 308205', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 357173', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 59', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 457237', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 284799', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 179423', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 363405', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 139183', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 203482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 112554', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 99476', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 93690', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 220585', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 194638', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 154785', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' ?', ' 162108', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-inc', ' 214542', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 161922', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 207940', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 259351', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['59', ' Private', ' 208395', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116391', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 239781', ' Preschool', ' 1', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 174351', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 44368', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' El-Salvador', ' >50K']\n", - "['31', ' Local-gov', ' 188798', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 50122', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 111398', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' State-gov', ' 152035', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 139003', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 249289', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 257726', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 113175', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 151158', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 465326', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 356772', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 364782', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 198385', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['31', ' Private', ' 329301', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['17', ' Self-emp-inc', ' 254859', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 203488', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 222800', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 96452', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['50', ' Private', ' 170050', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 116580', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['50', ' Private', ' 400004', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 183608', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 194055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 210443', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 43272', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 108945', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 114691', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 304169', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 503923', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 340428', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 106705', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 146391', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 235389', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' Portugal', ' <=50K']\n", - "['27', ' Private', ' 39665', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 113823', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['42', ' Private', ' 217826', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['55', ' Private', ' 349304', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' ?', ' 197688', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 54507', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 117833', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 163396', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Private', ' 88566', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 1424', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 323619', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 75755', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 148903', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['25', ' Private', ' 40915', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 182606', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['18', ' Private', ' 131033', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 168475', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 121568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 139098', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 357338', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 283268', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 572751', ' Prof-school', ' 15', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['40', ' Private', ' 315321', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 625', ' 52', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 120461', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 65278', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 208503', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 112835', ' Masters', ' 14', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 265038', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 89478', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 276229', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 366232', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['26', ' Private', ' 152035', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 205339', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 75995', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 192236', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 188618', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 229737', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 199688', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 52953', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 221043', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 115389', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 204205', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 338816', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 197387', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 42485', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 367706', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 102493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 263746', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 115358', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 189680', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' ?', ' 282622', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 127651', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' ?', ' <=50K']\n", - "['63', ' Private', ' 230823', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['21', ' Private', ' 300812', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 174732', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 183710', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['81', ' Self-emp-not-inc', ' 137018', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 213008', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 357848', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 165799', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 188571', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 97883', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 105862', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 57424', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 151476', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 129583', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 180920', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 182416', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 251915', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 187127', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 69045', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['56', ' Private', ' 192869', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 44', ' United-States', ' >50K']\n", - "['39', ' Private', ' 74163', ' 12th', ' 8', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 60847', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 213055', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 116057', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 3273', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 82393', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 134181', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 159910', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Self-emp-inc', ' 117570', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 214169', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 56331', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 35576', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 149168', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 157165', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 278130', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 257200', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 283122', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 580248', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 230054', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['58', ' Private', ' 519006', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 37332', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 1055', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 365871', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['68', ' State-gov', ' 235882', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 336513', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 115551', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 50048', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Self-emp-inc', ' 382802', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['21', ' ?', ' 180303', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['63', ' Private', ' 106023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 332379', ' Some-college', ' 10', ' Married-spouse-absent', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 95465', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 96102', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 36440', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['25', ' Self-emp-not-inc', ' 209384', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 50814', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 143865', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 104661', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 50442', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 236601', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 100999', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 362685', ' Preschool', ' 1', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' El-Salvador', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 32423', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 22040', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 154236', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Self-emp-inc', ' 153546', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['19', ' Private', ' 182355', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 191444', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 44216', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 97688', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['53', ' Private', ' 209022', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 96016', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['72', ' Self-emp-not-inc', ' 52138', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 25', ' United-States', ' >50K']\n", - "['61', ' Private', ' 159046', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 138634', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 130125', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 1055', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 247355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' Canada', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 227065', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 244771', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' Jamaica', ' <=50K']\n", - "['23', ' Private', ' 215616', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['65', ' Private', ' 386672', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 177543', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 617021', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 117109', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 373550', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 19847', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 189590', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 58343', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 354201', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 119422', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 363405', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 181863', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 194472', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 247328', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['71', ' Self-emp-not-inc', ' 130731', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 236910', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 378251', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 120760', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['22', ' Private', ' 203182', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 130304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 352542', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 191024', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 197728', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 316185', ' 7th-8th', ' 4', ' Widowed', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 89226', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 292353', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 304570', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['32', ' Private', ' 180296', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 361487', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 218490', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 231777', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 189832', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 232308', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 33308', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 333677', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 170651', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 343403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 166386', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['26', ' Federal-gov', ' 48099', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 143062', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 104704', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 30497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 174325', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 286675', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 59474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 378384', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 245842', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 274222', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['21', ' Private', ' 342575', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 206051', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 234213', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 145189', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 233490', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 344129', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Self-emp-not-inc', ' 171315', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 181485', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 255412', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' France', ' >50K']\n", - "['37', ' Private', ' 262409', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 213', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 199590', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' Mexico', ' <=50K']\n", - "['47', ' Private', ' 84726', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 226883', ' HS-grad', ' 9', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 184335', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 102025', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 183898', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' Germany', ' >50K']\n", - "['30', ' Private', ' 55291', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 150025', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['44', ' Private', ' 100584', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 181755', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['40', ' Private', ' 150528', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 107277', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 247205', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['20', ' Private', ' 291979', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 270985', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 62605', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 176863', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 53197', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 267776', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 308205', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 306383', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 35494', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 291968', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 80933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 271828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' Private', ' 121993', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 31023', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 36425', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 407684', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 241895', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 158555', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Private', ' 140363', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 123429', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 40060', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 290286', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 249271', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 106169', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 76487', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 437994', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 113555', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 160120', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['41', ' Local-gov', ' 343079', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1740', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 406662', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 4416', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 37618', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 114158', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 115562', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 353994', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' >50K']\n", - "['21', ' Private', ' 344891', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 286750', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 194197', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 206599', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['21', ' Local-gov', ' 596776', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['46', ' Private', ' 56841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 112561', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Private', ' 147110', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 175339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 234901', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['18', ' ?', ' 298133', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 217083', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 97757', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['30', ' Private', ' 151868', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 25864', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 109419', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 203070', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 107843', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['64', ' State-gov', ' 264544', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' >50K']\n", - "['18', ' Private', ' 148644', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 125762', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 53606', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 3908', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 193741', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 588905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 115613', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 222374', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['37', ' Private', ' 185359', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 173647', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 31166', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 30', ' Germany', ' <=50K']\n", - "['22', ' ?', ' 517995', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 189027', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 296125', ' HS-grad', ' 9', ' Separated', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 640383', ' Bachelors', ' 13', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 334291', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 318450', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['29', ' Private', ' 174163', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 119721', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 142719', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 162593', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 236852', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 154863', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Other-relative', ' Black', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 168894', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 344920', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 33355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['68', ' ?', ' 196782', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 291518', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['57', ' Private', ' 170244', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 369549', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 23438', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['19', ' Private', ' 202673', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 171780', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 264503', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 244341', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 209109', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 187392', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 119578', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 195105', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 101752', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 95825', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 362654', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' ?', ' 29810', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 77332', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['80', ' Private', ' 87518', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1816', ' 60', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 113324', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 96299', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 237729', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 200973', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 212456', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 131568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 185859', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 231981', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 117963', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 78172', ' Some-college', ' 10', ' Married-AF-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 164135', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 171216', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 140664', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 249277', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 117847', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 52372', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 95806', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 137428', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['65', ' Private', ' 169047', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 339168', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 504725', ' 10th', ' 6', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 18', ' Guatemala', ' <=50K']\n", - "['28', ' Private', ' 132870', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 135840', ' 10th', ' 6', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 35644', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 198148', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 220098', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 262515', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 423863', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 111567', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 194096', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 420917', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 197871', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 253116', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 206535', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 70447', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 201217', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 209970', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 196745', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 175262', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 304955', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 181265', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200973', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 37440', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 395170', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['54', ' ?', ' 32385', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 353213', ' Assoc-acdm', ' 12', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 38619', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 177711', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 190761', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 27776', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 470663', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 71738', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['57', ' Private', ' 74156', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 202467', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 123983', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['43', ' Private', ' 193494', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 169886', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['40', ' Private', ' 130571', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 90363', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 35', ' United-States', ' >50K']\n", - "['49', ' Private', ' 83444', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 239093', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 151369', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 56630', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 117095', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 189985', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 34862', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 126675', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 199806', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 57596', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 103459', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 282398', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 298841', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 33300', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['22', ' ?', ' 306031', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 306467', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 189888', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 83861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 117393', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 129934', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['51', ' Private', ' 179010', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 375680', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['48', ' Private', ' 316101', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 293305', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 175750', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 121718', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 48', ' United-States', ' >50K']\n", - "['62', ' ?', ' 94931', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 229272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 142828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 22743', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['68', ' Private', ' 76371', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Self-emp-not-inc', ' 216129', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 107425', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 611029', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 363032', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 170020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 137900', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 322674', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 23778', ' 7th-8th', ' 4', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 147845', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 31', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 175759', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 166459', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 128212', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' >50K']\n", - "['54', ' Federal-gov', ' 127455', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['63', ' Private', ' 134699', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 254230', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 159715', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 116286', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 146719', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 361888', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' ?', ' 26553', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 32825', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 225768', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Federal-gov', ' 393728', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 160369', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191807', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Federal-gov', ' 176969', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 33863', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' ?', ' 182687', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['57', ' State-gov', ' 141459', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 174233', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 95393', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 221095', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 104501', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['18', ' ?', ' 437851', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 131230', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 495888', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['69', ' Private', ' 185691', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 201822', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 549341', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 247445', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 199566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 139057', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 84', ' Taiwan', ' >50K']\n", - "['48', ' Private', ' 185039', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 166124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 82649', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 109275', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 408328', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 186338', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' ?', ' 130856', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 251579', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 76612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 22546', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 53684', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 183627', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 73203', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 108426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' England', ' <=50K']\n", - "['50', ' Private', ' 116287', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Columbia', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 145697', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 326156', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 201127', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['36', ' Private', ' 250791', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 328216', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 400443', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['75', ' Private', ' 95985', ' 5th-6th', ' 3', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 127651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 250679', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 103950', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 200199', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 295791', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191841', ' Assoc-acdm', ' 12', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 82622', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 160728', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 109849', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 339897', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' Mexico', ' <=50K']\n", - "['28', ' ?', ' 37215', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 371299', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 421837', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 29702', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 117381', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 62', ' England', ' <=50K']\n", - "['42', ' ?', ' 240027', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 338740', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' ?', ' 28359', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 315026', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 314525', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 173005', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 286750', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 163985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 219318', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['42', ' Private', ' 44121', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 103794', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 310632', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 153976', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['43', ' Private', ' 174575', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 82388', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 10566', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 207253', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['83', ' ?', ' 251951', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 746786', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['41', ' Private', ' 308296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 101825', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 109009', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 413363', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 117751', ' Assoc-acdm', ' 12', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 296326', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 208358', ' 9th', ' 5', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 120277', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['21', ' Private', ' 193219', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' Jamaica', ' <=50K']\n", - "['41', ' Private', ' 86399', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 215251', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 124470', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 228649', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 386397', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 96798', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 106707', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['29', ' Private', ' 159768', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['50', ' Private', ' 139464', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' Ireland', ' <=50K']\n", - "['64', ' State-gov', ' 550848', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 68505', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 122215', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 159442', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 80638', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' China', ' <=50K']\n", - "['52', ' Private', ' 192390', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 191324', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['77', ' ?', ' 147284', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 73009', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 177858', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' Private', ' 163003', ' Bachelors', ' 13', ' Married-spouse-absent', ' Tech-support', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 95551', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 125298', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 198186', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 295949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 182668', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 124905', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 171635', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 376240', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 157391', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 114357', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 178134', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 207201', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 124483', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['64', ' Private', ' 102103', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 92036', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Local-gov', ' 236426', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 400966', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 404573', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 227571', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 145917', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 190226', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 356555', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 66473', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' ?', ' 172256', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 118902', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 6', ' United-States', ' >50K']\n", - "['25', ' Self-emp-inc', ' 163039', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 89559', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 35507', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 163303', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 192712', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 381153', ' 10th', ' 6', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 222434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 34706', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 47857', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 195216', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 103643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 60', ' Greece', ' <=50K']\n", - "['29', ' Local-gov', ' 329426', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 183612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 184105', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 211385', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' Jamaica', ' <=50K']\n", - "['21', ' Private', ' 61777', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 320194', ' Prof-school', ' 15', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['24', ' Private', ' 199444', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 312588', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 168675', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 87556', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 220421', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 404599', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 99065', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Poland', ' >50K']\n", - "['57', ' Local-gov', ' 109973', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 246652', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 57423', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 291248', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 163708', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 240358', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 25955', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 101593', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 227890', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 225053', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 228472', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 245378', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 156623', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 50', ' Philippines', ' >50K']\n", - "['27', ' Private', ' 35032', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 258849', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 190115', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 63910', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 510072', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['28', ' Private', ' 210867', ' 11th', ' 7', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 263024', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 306785', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 104333', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 340734', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 288585', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' South', ' <=50K']\n", - "['38', ' Private', ' 241765', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 111058', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 104662', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 313986', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 52037', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 146589', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 131776', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 914', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['33', ' Private', ' 254221', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 152909', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 211785', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 160362', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 387215', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 16', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 187046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 208874', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 169631', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 202956', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 80467', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 407672', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 243425', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' Peru', ' <=50K']\n", - "['50', ' ?', ' 174964', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 347491', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 146161', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 449432', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 175499', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 288825', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 84', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 134813', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 190401', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 260617', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 45604', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 67841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 244522', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 48', ' United-States', ' >50K']\n", - "['19', ' Private', ' 430471', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 194698', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 94235', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 188330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 78', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 146181', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 177125', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 68330', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 95636', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 238329', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 416129', ' Preschool', ' 1', ' Married-civ-spouse', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['23', ' Private', ' 285004', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Taiwan', ' <=50K']\n", - "['90', ' ?', ' 256514', ' Bachelors', ' 13', ' Widowed', ' ?', ' Other-relative', ' White', ' Female', ' 991', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 186294', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 188786', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 31352', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 197613', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 161942', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 275438', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 361721', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 144968', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 190539', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 178037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 306985', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 87928', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 242619', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 154165', ' 9th', ' 5', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 511331', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['65', ' Local-gov', ' 221026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 222182', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 126569', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 202344', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190423', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 238917', ' 5th-6th', ' 3', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['41', ' Private', ' 221947', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['40', ' Self-emp-inc', ' 37997', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 147098', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 278253', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 195411', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 76196', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 120131', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['20', ' Self-emp-not-inc', ' 186014', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' Germany', ' <=50K']\n", - "['29', ' Private', ' 205903', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 125405', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 219838', ' 12th', ' 8', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 19395', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 223327', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 114062', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 95654', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' Iran', ' >50K']\n", - "['38', ' Private', ' 177305', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 299616', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 117681', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 237651', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 150570', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 106705', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 174714', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 175958', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 144064', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['66', ' ?', ' 107112', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 54152', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['28', ' Private', ' 152951', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 190487', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' Ecuador', ' <=50K']\n", - "['25', ' Private', ' 306666', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 195148', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 226624', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 157569', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 22966', ' Some-college', ' 10', ' Married-spouse-absent', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 379682', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['29', ' Private', ' 446559', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 41794', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 90409', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 125491', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Vietnam', ' <=50K']\n", - "['27', ' ?', ' 129661', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 104748', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 169182', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 49', ' Dominican-Republic', ' <=50K']\n", - "['46', ' Private', ' 324655', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' ?', ' >50K']\n", - "['24', ' Private', ' 122272', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 114798', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 289707', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 137691', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 84610', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['49', ' Private', ' 166789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 348728', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 348092', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['63', ' Private', ' 154526', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 288371', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['23', ' Private', ' 182342', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 244366', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 102423', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 259688', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 98733', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 174856', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 141797', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 327202', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 76996', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 260560', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 370990', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 129010', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 452640', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Self-emp-inc', ' 120796', ' 9th', ' 5', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 45334', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 70', ' ?', ' <=50K']\n", - "['26', ' Private', ' 229523', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 127388', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 395567', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 119422', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 193895', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 163083', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 155343', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 73895', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 107682', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 321166', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 154940', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 103700', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 63509', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['21', ' Private', ' 243842', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 187221', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 58597', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 190290', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 158352', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 35', ' United-States', ' >50K']\n", - "['34', ' Private', ' 62165', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 307149', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 280134', ' 10th', ' 6', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 49', ' El-Salvador', ' <=50K']\n", - "['26', ' Private', ' 118736', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 171114', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 169638', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 125461', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 145434', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 152182', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 233724', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 153963', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 88120', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 96330', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 66118', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 182178', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 53628', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 174865', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 66194', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['31', ' Private', ' 73796', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 28366', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 231741', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 4931', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 237865', ' Masters', ' 14', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 195453', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 116934', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 87867', ' 12th', ' 8', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 456399', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 263608', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 263498', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 183765', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['27', ' Federal-gov', ' 469705', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 113253', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 138768', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 302146', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 253866', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 214858', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 243476', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 169104', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 103218', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 57233', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 228320', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' Private', ' 217421', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 185041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['27', ' Self-emp-not-inc', ' 37302', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 70', ' United-States', ' >50K']\n", - "['32', ' Private', ' 261059', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 59767', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 333541', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 133352', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['36', ' Private', ' 99270', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 204629', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 34104', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 55', ' United-States', ' >50K']\n", - "['32', ' Private', ' 312667', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 329603', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 281021', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 275385', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 129177', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 385591', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' ?', ' 201179', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 38360', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 73796', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 67671', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 257621', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 180052', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 656036', ' Bachelors', ' 13', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 215943', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 488720', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['64', ' Federal-gov', ' 199298', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' Puerto-Rico', ' <=50K']\n", - "['31', ' Private', ' 305692', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 114994', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 88265', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 168569', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 175413', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['43', ' Private', ' 161226', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 160995', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 1086', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 208598', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 200471', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 256609', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['49', ' Private', ' 176684', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 206512', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 212640', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 148724', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 266510', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 240252', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 358975', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 124242', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 434710', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 204338', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['46', ' Private', ' 241844', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 191342', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['41', ' Private', ' 221947', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['44', ' Private', ' 111483', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 1504', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 65278', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 133403', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 166416', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 142158', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 221480', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' Ecuador', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 189878', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 278403', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['19', ' Private', ' 184710', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 177775', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 275943', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 225473', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 289403', ' Bachelors', ' 13', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 269060', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 449354', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 214413', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 80058', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 202027', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Self-emp-not-inc', ' 123440', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 191524', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 308144', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['64', ' Private', ' 164204', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' ?', ' <=50K']\n", - "['46', ' Private', ' 205100', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['30', ' Private', ' 195750', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 149756', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 240358', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' Self-emp-not-inc', ' 241174', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 356838', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Canada', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 115705', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 137142', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 296066', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 401335', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 182771', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 80', ' Philippines', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 186824', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Federal-gov', ' 162187', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 98010', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 172538', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['18', ' Private', ' 80163', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 43959', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 162632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 115422', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 100933', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 270379', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 20109', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 114758', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['22', ' Private', ' 100345', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 184901', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 87239', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 127363', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 199720', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' Germany', ' >50K']\n", - "['37', ' Private', ' 143058', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 36489', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 141698', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 26358', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 195532', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 30039', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 125159', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['20', ' Private', ' 246250', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 77370', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 355569', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 180603', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 201785', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 256211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['27', ' Private', ' 146764', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' ?', ' 211968', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['29', ' Private', ' 200515', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 52636', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 27049', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 111128', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 348038', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' Puerto-Rico', ' >50K']\n", - "['33', ' Private', ' 93930', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 397831', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1539', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 33794', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 178215', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Local-gov', ' 191910', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 340110', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 70', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 133694', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' >50K']\n", - "['49', ' Private', ' 148398', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 133515', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 181667', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 46', ' Canada', ' <=50K']\n", - "['64', ' Private', ' 159715', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 174040', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 117700', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 37215', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 46807', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 317360', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['30', ' Private', ' 425627', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 82623', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 63574', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 140854', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 185061', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 160118', ' 12th', ' 8', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' ?', ' <=50K']\n", - "['54', ' Private', ' 282680', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 137591', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 1762', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 198163', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 132749', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 31264', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 399449', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 27494', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Taiwan', ' <=50K']\n", - "['47', ' Private', ' 368561', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 102096', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['19', ' Private', ' 406078', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 100506', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 29658', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 20469', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 12', ' South', ' <=50K']\n", - "['60', ' Private', ' 181953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 304175', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 170070', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 193416', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 194908', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 357962', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 214716', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 207578', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 146409', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 341643', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 131631', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 88842', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' ?', ' 128900', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 417136', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 336763', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 880', ' 42', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 209301', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['29', ' Private', ' 120986', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 51025', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 218281', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['64', ' Private', ' 114994', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 335481', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 174503', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 230478', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 149650', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' >50K']\n", - "['38', ' Private', ' 149419', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 341539', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 185099', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 132930', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['68', ' Private', ' 128472', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 124971', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 344060', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 286750', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['38', ' Private', ' 296999', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 123681', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 232024', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 52267', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 119182', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 191230', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Yugoslavia', ' <=50K']\n", - "['52', ' Federal-gov', ' 23780', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 184553', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 242651', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 246226', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 86745', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 106889', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 460835', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 213140', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['33', ' State-gov', ' 37070', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Canada', ' <=50K']\n", - "['31', ' State-gov', ' 93589', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 213258', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 46814', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 168873', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 284737', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 309620', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['49', ' Private', ' 197418', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 132737', ' 10th', ' 6', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 185041', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 159604', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 123557', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 275421', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 167147', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 197583', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 175109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 117502', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 180401', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 146603', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' State-gov', ' 143822', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['21', ' Private', ' 51985', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 48121', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 234807', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 7430', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Federal-gov', ' 65324', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 302149', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['25', ' Private', ' 168403', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 159897', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 416338', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 370615', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 219371', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['55', ' Private', ' 120970', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 22966', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' Canada', ' <=50K']\n", - "['25', ' Private', ' 34541', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' Canada', ' <=50K']\n", - "['28', ' Private', ' 191027', ' Assoc-acdm', ' 12', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 107458', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 121832', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 233825', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 73839', ' 11th', ' 7', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 109165', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 103063', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 29762', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 111979', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 150125', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 301853', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 296738', ' 11th', ' 7', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 118001', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 149337', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 36601', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 118600', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 279272', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 181020', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 165998', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 218136', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['20', ' Self-emp-inc', ' 182200', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 39363', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' ?', ' <=50K']\n", - "['24', ' Private', ' 140001', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 193260', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' India', ' <=50K']\n", - "['21', ' Private', ' 191243', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 207887', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 211450', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 184759', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 197836', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 232308', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' ?', ' 189888', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 301614', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 146674', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 225291', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 148509', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' India', ' <=50K']\n", - "['56', ' Private', ' 136413', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 126060', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 73064', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 39026', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 33035', ' 12th', ' 8', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 193494', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 147440', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 153131', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 64671', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 225399', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 174391', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 377757', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 364310', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['31', ' Private', ' 110643', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 70240', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 24', ' Philippines', ' <=50K']\n", - "['57', ' State-gov', ' 32694', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 95047', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 44', ' United-States', ' >50K']\n", - "['33', ' Private', ' 264936', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 367329', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 56026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 186452', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 125417', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 242082', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 31023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 397346', ' Assoc-acdm', ' 12', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 424079', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 108947', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' State-gov', ' 261979', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 55507', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 291407', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 353358', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 67339', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 235109', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 208180', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' State-gov', ' 423561', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 145290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 403671', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 49325', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 370494', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['25', ' Private', ' 267012', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 191856', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 80445', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 379798', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 168387', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 301948', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 34095', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 274809', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 233193', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 299635', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 236396', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 688355', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 37019', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 148015', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 122975', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 21', ' Trinadad&Tobago', ' <=50K']\n", - "['52', ' State-gov', ' 349795', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 229846', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' Private', ' 108945', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 237498', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 188872', ' 5th-6th', ' 3', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 6497', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 324019', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 82488', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 206964', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 37088', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 152540', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 143554', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 126242', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 127185', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 164018', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 210184', ' 11th', ' 7', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 117528', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 124973', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 182117', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 220049', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 247975', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 50164', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' State-gov', ' 123160', ' Masters', ' 14', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 10', ' China', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 219962', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' ?', ' >50K']\n", - "['53', ' Private', ' 79324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 129100', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 210275', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 189462', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 171114', ' Assoc-voc', ' 11', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 201799', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 200426', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 24395', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 191149', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 34173', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 350979', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['41', ' Private', ' 147314', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 136081', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['77', ' ?', ' 232894', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 373403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 120601', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 130926', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 3674', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 72338', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 129624', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' State-gov', ' 328697', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 191196', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 191117', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 110243', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['17', ' Private', ' 181580', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 89030', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 345493', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 55', ' Taiwan', ' >50K']\n", - "['24', ' Self-emp-not-inc', ' 277700', ' Some-college', ' 10', ' Separated', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 198478', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 250679', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 168837', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' Canada', ' >50K']\n", - "['30', ' Private', ' 142675', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 299050', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 107833', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 121958', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 282948', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 176683', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' France', ' <=50K']\n", - "['46', ' Private', ' 34377', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 209833', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['66', ' State-gov', ' 41506', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 125159', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 14084', ' 0', ' 45', ' ?', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 147206', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 93664', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 315065', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['59', ' Private', ' 381851', ' 9th', ' 5', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 185769', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 186272', ' 9th', ' 5', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 312667', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 343925', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['26', ' Private', ' 195994', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 398843', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 73514', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 288049', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 54759', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 155343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 401104', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' ?', ' 124884', ' 9th', ' 5', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 287306', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 99999', ' 0', ' 40', ' ?', ' >50K']\n", - "['53', ' Private', ' 113995', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 146378', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['38', ' Private', ' 111499', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 34374', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 162187', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 147654', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 182467', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 183970', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 332588', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 26781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 48610', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 162632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 91711', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 198003', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 179048', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['25', ' Private', ' 262778', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 102470', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 123170', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 164243', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Private', ' 262511', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 51170', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 91949', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 123727', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 173175', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 120301', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 250967', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 285432', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 36235', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 317219', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 110965', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 123283', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 249087', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 152940', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 376680', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 231232', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Canada', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 168625', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' >50K']\n", - "['26', ' Private', ' 33939', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155659', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 190228', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 216178', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 587310', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Guatemala', ' <=50K']\n", - "['23', ' Private', ' 155919', ' 9th', ' 5', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['59', ' Private', ' 227386', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 138152', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 48', ' Guatemala', ' <=50K']\n", - "['36', ' Private', ' 167482', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 57957', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 157747', ' 9th', ' 5', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 88570', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' Germany', ' >50K']\n", - "['40', ' Private', ' 273308', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['48', ' Private', ' 216292', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 131298', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 386378', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 179668', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 210812', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 311671', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 215247', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 125856', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 74631', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 24008', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 354591', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 114', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 155343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 308334', ' 1st-4th', ' 2', ' Widowed', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 245361', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['79', ' Self-emp-not-inc', ' 158319', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 204486', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' >50K']\n", - "['24', ' Private', ' 314823', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['31', ' Private', ' 211334', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 73199', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 3137', ' 0', ' 77', ' Vietnam', ' <=50K']\n", - "['23', ' Private', ' 126550', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 260782', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 45', ' El-Salvador', ' <=50K']\n", - "['29', ' Private', ' 114224', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' State-gov', ' 64292', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 628797', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 219775', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 212894', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 260019', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 228075', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 239806', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 324637', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 163620', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 84', ' United-States', ' >50K']\n", - "['29', ' Private', ' 194200', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 129200', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 207172', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 135312', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 100734', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 226443', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['55', ' Private', ' 110871', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 192704', ' 12th', ' 8', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' ?', ' 224108', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 78870', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 107762', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 183611', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' Germany', ' <=50K']\n", - "['62', ' Local-gov', ' 249078', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-inc', ' 208452', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['23', ' Private', ' 302195', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 199947', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 379118', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 174855', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 173736', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 39369', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 196348', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 340917', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['76', ' Private', ' 97077', ' 10th', ' 6', ' Widowed', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 200098', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 127651', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 315128', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 206823', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' Self-emp-not-inc', ' 316093', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1668', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 112115', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Ireland', ' >50K']\n", - "['63', ' ?', ' 203821', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 250051', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 298635', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' Philippines', ' >50K']\n", - "['26', ' State-gov', ' 109193', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 130849', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 43959', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 222810', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 7896', ' 0', ' 40', ' ?', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 27242', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 53158', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 206520', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 164190', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 287988', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 200819', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 83891', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 65087', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 363418', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 182378', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 278870', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 174789', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 228608', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['24', ' Private', ' 184400', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['46', ' Private', ' 263568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 117381', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 83411', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 49156', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 421449', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 238944', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 188982', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['48', ' Private', ' 175925', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 164190', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 232914', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 120121', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 180805', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 161944', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 319149', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['50', ' ?', ' 22428', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 290528', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 123984', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Philippines', ' <=50K']\n", - "['48', ' Private', ' 34186', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 282680', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 70', ' United-States', ' >50K']\n", - "['36', ' Private', ' 183892', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 195124', ' 11th', ' 7', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 7430', ' 0', ' 50', ' Puerto-Rico', ' >50K']\n", - "['49', ' State-gov', ' 55938', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 209900', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 179717', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 150361', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 164102', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 252714', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Italy', ' <=50K']\n", - "['30', ' Private', ' 205204', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 168906', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 112115', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 116531', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 202994', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 191917', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 341294', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 216734', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 182187', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 424988', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 379118', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 168232', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['20', ' Private', ' 147171', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 207668', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' ?', ' >50K']\n", - "['31', ' Private', ' 193650', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 200187', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 188644', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 398067', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 29658', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 154966', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['81', ' Private', ' 364099', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 291374', ' 10th', ' 6', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 97837', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['34', ' Private', ' 117983', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 345497', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 64167', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 315877', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Federal-gov', ' 232151', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 2346', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 225526', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 289653', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 179462', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 67317', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 77764', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 253438', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 150309', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 83064', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 376973', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['75', ' Private', ' 311184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 159449', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 168288', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 74883', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 1092', ' 40', ' Philippines', ' <=50K']\n", - "['20', ' Private', ' 275190', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 189838', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 101338', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 331894', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Self-emp-not-inc', ' 40293', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 88904', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 145041', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['35', ' Private', ' 46385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 90', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 363591', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 183327', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Female', ' 0', ' 1594', ' 20', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 182556', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 267859', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['58', ' Private', ' 190747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 162869', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 141229', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 174216', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['25', ' Private', ' 366416', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 172538', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 193026', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 184424', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 38', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 337768', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 179059', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 99549', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 72619', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 55764', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 30267', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 308144', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 206351', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 282304', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 176077', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 142719', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 114973', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 159548', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 91209', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 196564', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 149220', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 169699', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 218215', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 156718', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 55720', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 257250', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 194630', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 398931', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 50', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 362062', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 101593', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 42', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 196266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 197332', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 97842', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 86837', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 57324', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 116852', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' Portugal', ' >50K']\n", - "['45', ' Private', ' 154430', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 38468', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 188808', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 177163', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 914', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 187322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 107578', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 168680', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 256755', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['35', ' Private', ' 360799', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 188476', ' 11th', ' 7', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 30457', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 252752', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 443508', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 244408', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 24', ' Vietnam', ' <=50K']\n", - "['41', ' Private', ' 178983', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 143068', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 247328', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 201732', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 246829', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 290267', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 119170', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 207923', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 170142', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 187164', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 303867', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 291429', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 213179', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 111843', ' Assoc-acdm', ' 12', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 297154', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 68493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Federal-gov', ' 340718', ' 11th', ' 7', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 194059', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 47296', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1740', ' 20', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 286310', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 207202', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['33', ' Self-emp-inc', ' 132601', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 139183', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 160785', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 117849', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 225605', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 190290', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 164799', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Federal-gov', ' 21876', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 160785', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['63', ' Self-emp-inc', ' 272425', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 168538', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 204205', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 142287', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 169926', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Local-gov', ' 205024', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 374764', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 108779', ' Masters', ' 14', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 293136', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 227332', ' Assoc-voc', ' 11', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 246308', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' Puerto-Rico', ' <=50K']\n", - "['28', ' Private', ' 51331', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['31', ' Private', ' 153078', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 169180', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 193451', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 305147', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 138892', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 402397', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 223267', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 29250', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 203953', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 29696', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 315640', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1977', ' 40', ' China', ' >50K']\n", - "['37', ' Private', ' 632613', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 282023', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 77760', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 148599', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 414994', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 339863', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 48', ' United-States', ' >50K']\n", - "['34', ' Private', ' 499249', ' HS-grad', ' 9', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['45', ' ?', ' 144354', ' 9th', ' 5', ' Separated', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 252058', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 99543', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 117963', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 194652', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 299705', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['19', ' Federal-gov', ' 27433', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 39986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 135342', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 270142', ' Assoc-voc', ' 11', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 118267', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 266043', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 35633', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 74568', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 214816', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 222971', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 259425', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 212120', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 245880', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 54947', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 79627', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 151474', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 1590', ' 38', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 132661', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 161674', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 62346', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 227236', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 283033', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 298249', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 251229', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 199949', ' 9th', ' 5', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 305498', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 203836', ' 5th-6th', ' 3', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 79440', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' Japan', ' <=50K']\n", - "['48', ' Local-gov', ' 142719', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 119859', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 141410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 202872', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 198813', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 129707', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 445758', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['18', ' ?', ' 30246', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 173981', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 108506', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 134886', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 181970', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 282913', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['59', ' Local-gov', ' 196013', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Federal-gov', ' 348491', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 416164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 49', ' Mexico', ' <=50K']\n", - "['17', ' Private', ' 121037', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 103111', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' Canada', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 147589', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['20', ' Private', ' 24008', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 123838', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 175456', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 84774', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 194590', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 134566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 211678', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 44822', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 144586', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 119156', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 371987', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 144125', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 31905', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 121124', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['46', ' Private', ' 58126', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 318518', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 296509', ' 7th-8th', ' 4', ' Separated', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 473133', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 155434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 99185', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 56648', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 118481', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 321666', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 119838', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 330695', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 58039', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 313022', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 178134', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 165309', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 216181', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 178745', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 111067', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 163788', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 295591', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['45', ' Private', ' 123075', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 78045', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 255004', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 254221', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 174714', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 450580', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 128230', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 192894', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 325390', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 20333', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 128714', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 170797', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 269186', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 127671', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 211840', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 163392', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['40', ' Private', ' 201495', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 251854', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['41', ' Private', ' 279297', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 195462', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 98', ' United-States', ' >50K']\n", - "['33', ' Private', ' 170769', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 142443', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 182809', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 121441', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 275094', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 170263', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 172571', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 58', ' Poland', ' <=50K']\n", - "['34', ' Private', ' 178615', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 279524', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 165201', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['65', ' Local-gov', ' 323006', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 235168', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 114844', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 216414', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 34378', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 80914', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' >50K']\n", - "['62', ' Private', ' 73292', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 212165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 52386', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 205649', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 109638', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 200408', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 187720', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 236180', ' Bachelors', ' 13', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 118693', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 363130', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 225544', ' Masters', ' 14', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['59', ' Federal-gov', ' 243612', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 160786', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 234320', ' 7th-8th', ' 4', ' Never-married', ' Prof-specialty', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 314646', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 124971', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 209184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['39', ' State-gov', ' 121838', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 265275', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 71417', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 45522', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 250135', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 55', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 120283', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 216972', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 116791', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 26290', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 216134', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 143932', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 217120', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 223944', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 185452', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Canada', ' <=50K']\n", - "['57', ' Local-gov', ' 44273', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 178983', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 219288', ' 7th-8th', ' 4', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 349190', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 158685', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 2377', ' 40', ' United-States', ' >50K']\n", - "['41', ' Federal-gov', ' 57924', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 270324', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 33001', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['58', ' Private', ' 204021', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['26', ' Private', ' 192506', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 372967', ' 10th', ' 6', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 70', ' Germany', ' <=50K']\n", - "['28', ' Private', ' 273929', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 195821', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 56179', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 127003', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 124090', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 199600', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 255847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 48', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 218311', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 167336', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 59938', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 263728', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 278230', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 10520', ' 0', ' 30', ' United-States', ' >50K']\n", - "['73', ' ?', ' 180603', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 43910', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 190139', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 109001', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 159931', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 194987', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 87310', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 133937', ' Masters', ' 14', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 207064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 36011', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 168294', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 194895', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 49884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 27305', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 229977', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 64520', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 134886', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' >50K']\n", - "['37', ' Private', ' 305379', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 202284', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 99185', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 159662', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' >50K']\n", - "['67', ' Private', ' 197865', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 175149', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 349633', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 135293', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 45', ' ?', ' <=50K']\n", - "['18', ' Private', ' 242893', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 218667', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 144811', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 146091', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 36', ' United-States', ' >50K']\n", - "['21', ' Private', ' 206861', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 226215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 114447', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 124187', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 147954', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 3411', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 64379', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 156501', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 207668', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' ?', ' 161279', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 225707', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['43', ' Local-gov', ' 115603', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 506329', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['63', ' Private', ' 275034', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 35', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 172637', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['42', ' Private', ' 56483', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 144778', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['76', ' Self-emp-not-inc', ' 33213', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' >50K']\n", - "['41', ' Local-gov', ' 297248', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 45', ' United-States', ' >50K']\n", - "['17', ' Private', ' 137042', ' 10th', ' 6', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 33308', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 158420', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Iran', ' <=50K']\n", - "['22', ' Private', ' 41763', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 220640', ' Bachelors', ' 13', ' Divorced', ' ?', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 149734', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 262245', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 3418', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 349691', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 185385', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 174463', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 236068', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 445168', ' Bachelors', ' 13', ' Widowed', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 91334', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 33895', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 214816', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 229773', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 166386', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Taiwan', ' <=50K']\n", - "['44', ' Private', ' 266135', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 300379', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 392502', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 73809', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 193720', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 316183', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 162944', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 186888', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' ?', ' 330132', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 192017', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 161978', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 202930', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Local-gov', ' 323309', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 197332', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 204033', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['22', ' Private', ' 271274', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 174242', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 209483', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 99146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['52', ' Self-emp-not-inc', ' 102346', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 181666', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 207367', ' Some-college', ' 10', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['35', ' State-gov', ' 82622', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 202296', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 142182', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 94342', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 41493', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Canada', ' <=50K']\n", - "['18', ' Private', ' 181712', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 164607', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 41496', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 143098', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 196529', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 157332', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 154935', ' Assoc-acdm', ' 12', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 223231', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' ?', ' 253860', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 362589', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 94880', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 309580', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 130389', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' Scotland', ' <=50K']\n", - "['21', ' Private', ' 349365', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 376936', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 179557', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 105577', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 224207', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Federal-gov', ' 47907', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 191283', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 20953', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['22', ' State-gov', ' 186569', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 43221', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 161141', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 203003', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 141758', ' 9th', ' 5', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 113322', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 343847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['45', ' Private', ' 214068', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 116632', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 240160', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 516337', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Self-emp-inc', ' 284651', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 141420', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 42750', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 165278', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 167265', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 139907', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 236415', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['25', ' Private', ' 312966', ' 9th', ' 5', ' Separated', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['33', ' Private', ' 118941', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['32', ' Private', ' 198068', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 373952', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 236111', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['80', ' Private', ' 157778', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 143604', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 319831', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['77', ' ?', ' 132728', ' Masters', ' 14', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 137606', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 61343', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 268234', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 100135', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1740', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 34973', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 323790', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 319733', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' >50K']\n", - "['21', ' ?', ' 180339', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 125591', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 60772', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 74680', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 141185', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 204668', ' Assoc-voc', ' 11', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 273792', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 70037', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 3004', ' 60', ' ?', ' >50K']\n", - "['40', ' Private', ' 343068', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 177907', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 144063', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 257574', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 67065', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 183356', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 152940', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 227128', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 45607', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 155489', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 230704', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 267955', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 165115', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 49923', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 272240', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 255476', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['59', ' Private', ' 194290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 145548', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 175262', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 37306', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' Private', ' 137547', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['53', ' Private', ' 276515', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['23', ' Private', ' 174626', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 215310', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 332355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 204057', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 391591', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 169092', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 230743', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190963', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 204840', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 169853', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 212091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 202822', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 226989', ' Some-college', ' 10', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 140011', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 432376', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['35', ' Private', ' 90273', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['23', ' Private', ' 224424', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 168943', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['19', ' Private', ' 571853', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 156464', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 108542', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 194325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 114797', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 40135', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 204756', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 228190', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 163392', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['54', ' Private', ' 138845', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 169853', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Never-worked', ' 206359', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 224097', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 160786', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 190044', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 145290', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 120268', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 327434', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 218302', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 1184622', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['90', ' Local-gov', ' 227796', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 206343', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 36851', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 148550', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 157079', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['31', ' Federal-gov', ' 142470', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 86750', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 361631', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 163229', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 179594', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 254773', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 58065', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 205428', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 41183', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 308064', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 173924', ' 9th', ' 5', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' >50K']\n", - "['23', ' State-gov', ' 142547', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 119704', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 275364', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Male', ' 7430', ' 0', ' 40', ' Germany', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 207392', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 147215', ' 12th', ' 8', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 101562', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 216413', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 188986', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 64', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 52849', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 304710', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 10', ' Vietnam', ' <=50K']\n", - "['17', ' Private', ' 265657', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 258298', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 2231', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 360814', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 53260', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 127315', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 233777', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['26', ' Local-gov', ' 197530', ' Masters', ' 14', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 340940', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 88432', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 183810', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['90', ' Private', ' 51744', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 175614', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 235237', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['60', ' Private', ' 227266', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 146499', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Local-gov', ' 337064', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 141003', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 117791', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 172846', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 73514', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['74', ' Private', ' 211075', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 197816', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1844', ' 70', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 43221', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['28', ' Private', ' 183780', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 26781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 271550', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 250157', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 63', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 913447', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 153078', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['34', ' Private', ' 181091', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 231491', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 95423', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 234663', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 283602', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 43', ' United-States', ' >50K']\n", - "['46', ' Private', ' 328669', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 143741', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 83508', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 2354', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 81954', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 261375', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 310045', ' 9th', ' 5', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' China', ' <=50K']\n", - "['39', ' Private', ' 316211', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Federal-gov', ' 88564', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 61299', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 113364', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 476573', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 267107', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' Italy', ' <=50K']\n", - "['35', ' Private', ' 48123', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 214635', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 115585', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 194141', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 23233', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 89991', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 101709', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 237455', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 206492', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['56', ' Private', ' 28729', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 153475', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' El-Salvador', ' <=50K']\n", - "['45', ' Private', ' 275517', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 128002', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 175485', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 189664', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 209808', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 176992', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 154669', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 191271', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 375482', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 102953', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['53', ' Private', ' 169182', ' 10th', ' 6', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['47', ' Private', ' 184005', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 3325', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 30751', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 145477', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 91964', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 49249', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 218956', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 241306', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 251572', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Poland', ' <=50K']\n", - "['23', ' Private', ' 319842', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 332401', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 182388', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 205939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 203914', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 156294', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 254211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['41', ' Private', ' 151504', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 85548', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 18', ' United-States', ' >50K']\n", - "['19', ' Self-emp-not-inc', ' 30800', ' 10th', ' 6', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 131230', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 61850', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 227800', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 133454', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 104094', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 105422', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 142182', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 336643', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-inc', ' 200577', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 208703', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['55', ' ?', ' 193895', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['25', ' Private', ' 272428', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 4416', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 56701', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 75', ' United-States', ' >50K']\n", - "['26', ' Private', ' 288592', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 266439', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 276868', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 131435', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 175127', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 277444', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 63296', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 96337', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 221955', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 197923', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 2977', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 632593', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 205970', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 139730', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['18', ' Private', ' 201901', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 230224', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 113464', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 35', ' Dominican-Republic', ' <=50K']\n", - "['48', ' Private', ' 94461', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 271379', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 231738', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['33', ' Local-gov', ' 198183', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' State-gov', ' 140764', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 183479', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 165767', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 139364', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['19', ' Private', ' 227491', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 222254', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 193494', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['27', ' Private', ' 29261', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 174368', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Private', ' 108196', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 110622', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['20', ' ?', ' 201680', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 130277', ' 5th-6th', ' 3', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 98130', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 235521', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 595000', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 349148', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 117583', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 164583', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 340091', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 49092', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 186884', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 167265', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' State-gov', ' 34104', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['21', ' Self-emp-inc', ' 265116', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 128378', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' ?', ' <=50K']\n", - "['33', ' Private', ' 158416', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 169878', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 296728', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 342458', ' Assoc-acdm', ' 12', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['21', ' Local-gov', ' 38771', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 269300', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 111483', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' ?', ' 199114', ' 10th', ' 6', ' Separated', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 33863', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 132874', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 277024', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 112160', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 703067', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 127264', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 257200', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 57206', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 201319', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 114079', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 230979', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 292472', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' >50K']\n", - "['64', ' ?', ' 286732', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 134444', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 172403', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 191357', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 279288', ' 10th', ' 6', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 389254', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 303867', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 164113', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 111499', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 266084', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 61580', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 231348', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 164748', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 205337', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 54566', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 34419', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 116442', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 290740', ' Assoc-acdm', ' 12', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 255582', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 112517', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['44', ' Private', ' 169397', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 172664', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['27', ' Private', ' 329005', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 123253', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['55', ' Private', ' 81865', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 173314', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 34572', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 159028', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 149184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['78', ' ?', ' 363134', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 308709', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 257295', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 2258', ' 40', ' South', ' <=50K']\n", - "['29', ' Private', ' 168479', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' Private', ' 142501', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 338345', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 177675', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 262617', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200997', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 176683', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 376072', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 177675', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['59', ' Private', ' 348430', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 43', ' United-States', ' >50K']\n", - "['23', ' Private', ' 320451', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 38151', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['55', ' Local-gov', ' 123382', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 151029', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 484475', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 329792', ' 7th-8th', ' 4', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 148903', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 301614', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['47', ' Private', ' 176319', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['53', ' State-gov', ' 53197', ' Doctorate', ' 16', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 291407', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 204527', ' Masters', ' 14', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 476391', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 224964', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 306225', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['23', ' Private', ' 292023', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 94041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' Ireland', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 187563', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 176101', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 2174', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 749105', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 230020', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 216070', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 105010', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 198203', ' Some-college', ' 10', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 215419', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 120460', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 199316', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['46', ' Private', ' 146919', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 174744', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' ?', ' 189564', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 249957', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 146574', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 156417', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 236110', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['19', ' Private', ' 63363', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 190107', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 126569', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 176756', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 115161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 138892', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 256864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 265083', ' 10th', ' 6', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 249948', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 31141', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 164190', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' ?', ' <=50K']\n", - "['45', ' State-gov', ' 67544', ' Masters', ' 14', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 174789', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 199753', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 122246', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 39', ' United-States', ' >50K']\n", - "['56', ' ?', ' 188166', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 96586', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 189590', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 140590', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 255702', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 260782', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' >50K']\n", - "['38', ' Private', ' 169926', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 151322', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 192869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 93604', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 32', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 86958', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 228723', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['33', ' Private', ' 192644', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['72', ' Private', ' 284080', ' 1st-4th', ' 2', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 43269', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 190040', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 306108', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 220148', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 381645', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 216361', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 213722', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 112271', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 208277', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 352628', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 129620', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 249550', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 178749', ' Masters', ' 14', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 173542', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 167670', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 81578', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 160662', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['41', ' Private', ' 163322', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['24', ' Private', ' 152189', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 106176', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['69', ' State-gov', ' 159191', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 810', ' 38', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 250263', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3432', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 78410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 131379', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 166929', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 380357', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 79190', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 342164', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 182616', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 339473', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 381153', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 56', ' United-States', ' >50K']\n", - "['51', ' Private', ' 300816', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 240988', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 149224', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 168216', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 286487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 305597', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 109766', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 188798', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 240170', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['31', ' Private', ' 459465', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 162506', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 145441', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['37', ' Federal-gov', ' 129573', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' ?', ' >50K']\n", - "['41', ' Private', ' 27444', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['43', ' Private', ' 195258', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 55272', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 164526', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 45', ' United-States', ' >50K']\n", - "['46', ' Private', ' 27802', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 165289', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 274657', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Guatemala', ' <=50K']\n", - "['24', ' Private', ' 317175', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Self-emp-inc', ' 163237', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 170408', ' Assoc-voc', ' 11', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 55950', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['40', ' Private', ' 76625', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 366066', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 349368', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 286824', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 373263', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 161978', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 543922', ' Masters', ' 14', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 48', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 109089', ' Prof-school', ' 15', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 110151', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 34110', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 118506', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 117789', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 353881', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 200471', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['20', ' Private', ' 258517', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 190367', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 174704', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 179413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 329530', ' 9th', ' 5', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 273818', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 256522', ' 1st-4th', ' 2', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['42', ' Private', ' 196001', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 282660', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 72630', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 50295', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 203240', ' 9th', ' 5', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 172618', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 202168', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['61', ' Private', ' 176839', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 176140', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 39952', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2228', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 292465', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 161285', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 355320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Canada', ' >50K']\n", - "['56', ' Private', ' 182460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 69345', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 55', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 102058', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 165804', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 318259', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 117606', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 170718', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 413297', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190457', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 88278', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 217296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 4064', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 97231', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 123429', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Federal-gov', ' 420282', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 498325', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 248533', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 137354', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['42', ' Private', ' 272910', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 206054', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 92141', ' Assoc-acdm', ' 12', ' Widowed', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 163199', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 195860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 115717', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 120029', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 221762', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 342164', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 176356', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 133239', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 169101', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 159442', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 174461', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 361280', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 42', ' China', ' <=50K']\n", - "['52', ' State-gov', ' 447579', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['27', ' ?', ' 308995', ' Some-college', ' 10', ' Divorced', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 248448', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 161141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 212465', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 170871', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 233865', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 163052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 348690', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 34845', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' >50K']\n", - "['22', ' Private', ' 206861', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 349230', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 130840', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 415354', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 132191', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 202466', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 224421', ' Some-college', ' 10', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 236804', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 107658', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 102771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 221403', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 211574', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 52645', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 276310', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 134613', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 215479', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' Haiti', ' <=50K']\n", - "['53', ' Private', ' 266529', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 265807', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 67716', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 178951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 241126', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 176544', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 169180', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 282461', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 157069', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 99357', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 414991', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' ?', ' <=50K']\n", - "['65', ' Self-emp-inc', ' 338316', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 59612', ' 10th', ' 6', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 220426', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 115912', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 27032', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 170720', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 183162', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192360', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['78', ' ?', ' 165694', ' Masters', ' 14', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 128553', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 209423', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' Cuba', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 121510', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 93793', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['30', ' Private', ' 133602', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 391329', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 96359', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Greece', ' >50K']\n", - "['22', ' Private', ' 203894', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 196193', ' Masters', ' 14', ' Married-spouse-absent', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['25', ' Private', ' 195994', ' 1st-4th', ' 2', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['18', ' Private', ' 50879', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 186849', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 201127', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 110998', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 190466', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 173935', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' >50K']\n", - "['19', ' Private', ' 167140', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 24', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 110230', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 287658', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 224954', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 394820', ' Some-college', ' 10', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 37618', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 29306', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 37314', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 420749', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 482732', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 206215', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 101364', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 185369', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 216856', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 256019', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 348144', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 190293', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 25932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 176729', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 166961', ' 11th', ' 7', ' Separated', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 86373', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 320513', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' Dominican-Republic', ' <=50K']\n", - "['34', ' State-gov', ' 190290', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 111891', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 45796', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 108496', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 2907', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 120539', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 164526', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 323155', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 65389', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 414871', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 161607', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 224953', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 261382', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 231818', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 184018', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 1151', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 133060', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 35032', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 304212', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 50442', ' 9th', ' 5', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 146091', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['26', ' Private', ' 267431', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 121240', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 192572', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 211028', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 346122', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 202203', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 159297', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 310158', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 193246', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['23', ' Private', ' 200089', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['29', ' Private', ' 38353', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 76280', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 243665', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 68872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 103596', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 88055', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 186203', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 257910', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 200227', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 124975', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 27828', ' 0', ' 55', ' United-States', ' >50K']\n", - "['32', ' Private', ' 227669', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 117210', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' Greece', ' <=50K']\n", - "['25', ' Private', ' 76144', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 98667', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 155818', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 283760', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 281907', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 186183', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-inc', ' 202153', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 365683', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 187538', ' 10th', ' 6', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 209432', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 126950', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 110028', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 104660', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 437281', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['42', ' Private', ' 259643', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 217961', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 30', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 134746', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 120539', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 25803', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 63596', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['20', ' Local-gov', ' 325493', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 211239', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 206686', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 427965', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 218550', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 16', ' United-States', ' >50K']\n", - "['71', ' Private', ' 163385', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['52', ' Private', ' 124993', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 107410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 152373', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['37', ' Private', ' 161226', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['26', ' Private', ' 213799', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 204461', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 377798', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 116375', ' 9th', ' 5', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 210164', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 258752', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 327435', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['24', ' Private', ' 301199', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 186221', ' 11th', ' 7', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 203924', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 192236', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 152035', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 201454', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 156580', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['51', ' Private', ' 115851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 106753', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 359292', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 83003', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 78817', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200967', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 107164', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 189674', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 28', ' ?', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 90614', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 323790', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 70', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 242552', ' 12th', ' 8', ' Divorced', ' Craft-repair', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 90935', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 165667', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' Canada', ' >50K']\n", - "['32', ' Private', ' 162604', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 205424', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 97411', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['42', ' Private', ' 184857', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 165226', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 115784', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 368476', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 53063', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 134566', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 153471', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 107164', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 2559', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 180303', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Japan', ' >50K']\n", - "['44', ' Local-gov', ' 236321', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 141868', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 367655', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 203518', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 119558', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Private', ' 108276', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 385452', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 162003', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 349028', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 45114', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 112797', ' 9th', ' 5', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 183639', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 177121', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 239755', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 150361', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 293091', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200089', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' >50K']\n", - "['40', ' Private', ' 91836', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 324960', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['79', ' Local-gov', ' 84616', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 252930', ' 10th', ' 6', ' Divorced', ' Adm-clerical', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 44000', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 154843', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 99307', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 48', ' United-States', ' >50K']\n", - "['41', ' Private', ' 182567', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['33', ' Private', ' 93206', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['50', ' Private', ' 100109', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 114927', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 121287', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 189916', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['34', ' Private', ' 157747', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 39232', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 133861', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 505980', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 183374', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 2329', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 193216', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 140752', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 549349', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 179008', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 190554', ' 10th', ' 6', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 80924', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 319054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 297094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 170562', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 240738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 297544', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 169905', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 149637', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 182526', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 158315', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Self-emp-inc', ' 227232', ' Bachelors', ' 13', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 96483', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 8614', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 286970', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 223529', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['78', ' Self-emp-not-inc', ' 316261', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 20', ' United-States', ' >50K']\n", - "['40', ' Private', ' 170214', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 224361', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 124919', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Japan', ' <=50K']\n", - "['55', ' ?', ' 103654', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 306352', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 227858', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 150533', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' >50K']\n", - "['25', ' Private', ' 144478', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['22', ' Private', ' 254547', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 30', ' Jamaica', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 313243', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['61', ' Private', ' 149981', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 2414', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 125461', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 306967', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 192976', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 192133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2290', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['56', ' ?', ' 131608', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 339388', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 203240', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 83827', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 160440', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 108502', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 410913', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 193818', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 163582', ' 10th', ' 6', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' ?', ' <=50K']\n", - "['40', ' Private', ' 103789', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 34572', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 43408', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 105787', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 90693', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 285575', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['47', ' Local-gov', ' 56482', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 496025', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 382764', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 259284', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 185385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 98', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 286836', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 139145', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 44246', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 169611', ' 11th', ' 7', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 133403', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 187327', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 180032', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 46561', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 86065', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 256014', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 188403', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 396758', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 70', ' United-States', ' >50K']\n", - "['25', ' Private', ' 60485', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 271276', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['56', ' Private', ' 229525', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 34574', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 112432', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 105312', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 221396', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 304872', ' 9th', ' 5', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 319733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 176012', ' 9th', ' 5', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 213750', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 248384', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 351187', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 138179', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 50223', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 117477', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 194360', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 118108', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 90730', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['18', ' Self-emp-inc', ' 38307', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116391', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 210496', ' 10th', ' 6', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 168475', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 174386', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 166744', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 375114', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 373469', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 339667', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 91711', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 82049', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 236242', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 140319', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 34080', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 204816', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 187124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 72310', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 175127', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 205707', ' Masters', ' 14', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 236586', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['18', ' Private', ' 71792', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 87584', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 136878', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 287983', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 2258', ' 48', ' Philippines', ' <=50K']\n", - "['38', ' Private', ' 110607', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 109015', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 235071', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 88653', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['51', ' Private', ' 332243', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 291547', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 45093', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 161337', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' State-gov', ' 211222', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 295117', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['31', ' Private', ' 206541', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 238415', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 29810', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 108023', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 114324', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 172281', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 197290', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 191177', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['57', ' Private', ' 562558', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 79531', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 157881', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 204816', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 185695', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 167482', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Self-emp-inc', ' 83748', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 70', ' South', ' <=50K']\n", - "['27', ' Private', ' 39232', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 236827', ' 9th', ' 5', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 154410', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 135308', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 204042', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 308239', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 183884', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 98948', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 141642', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 162623', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 186934', ' Bachelors', ' 13', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 179512', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 391192', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 87054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 30008', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 113466', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 642830', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 182117', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 162432', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 242184', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' Private', ' 170850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 435022', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['79', ' Private', ' 120707', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 35', ' El-Salvador', ' >50K']\n", - "['20', ' Private', ' 170800', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 268575', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['27', ' Private', ' 269354', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['40', ' Private', ' 224232', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' ?', ' 153072', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 177368', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['71', ' Self-emp-not-inc', ' 163293', ' Prof-school', ' 15', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 178530', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Local-gov', ' 183523', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['33', ' Private', ' 207267', ' 10th', ' 6', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 3418', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 27037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 176711', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 163215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' ?', ' >50K']\n", - "['33', ' Private', ' 394727', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 195488', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 443546', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 121023', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 51838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 258888', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['39', ' State-gov', ' 189385', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 198146', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 337766', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 210525', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['42', ' Private', ' 185602', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 173804', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 251243', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 415847', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 119793', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 181705', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 182360', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 60', ' Puerto-Rico', ' <=50K']\n", - "['49', ' Private', ' 61885', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 146520', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 323790', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 146268', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 287031', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 292217', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 88126', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 143046', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 401623', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 283122', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['84', ' Self-emp-not-inc', ' 155057', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 260254', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 152292', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Self-emp-inc', ' 138594', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 523095', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 175262', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['55', ' Private', ' 323706', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 316470', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 163815', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 72208', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 74784', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 383518', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Self-emp-not-inc', ' 266668', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 347519', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 336088', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 190350', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 204052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 31362', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['90', ' Self-emp-not-inc', ' 155981', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 10566', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 195161', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Self-emp-inc', ' 269583', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 26994', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 116539', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 189933', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 101283', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 113598', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 188793', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 109996', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 195681', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['47', ' Private', ' 436770', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 84253', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 383493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 216867', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' Mexico', ' <=50K']\n", - "['18', ' Private', ' 401051', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 83196', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 325596', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 187322', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 193949', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 133373', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 113324', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 178818', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 152810', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 335997', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 55', ' United-States', ' >50K']\n", - "['40', ' Private', ' 436493', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 704108', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 150084', ' Some-college', ' 10', ' Separated', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 341204', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 187336', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 204209', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 206066', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 63509', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 391121', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 56026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 60981', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 228255', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 86745', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['55', ' Private', ' 234327', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 59948', ' 9th', ' 5', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 114', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 137814', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 167692', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 245090', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 256963', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 160033', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 289430', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 305053', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 172370', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 320510', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 171355', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 65027', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 215190', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 149385', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 169324', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 138938', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 557082', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 273287', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 77209', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 317153', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 95469', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 302859', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 333651', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 177596', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 157240', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 30', ' Iran', ' >50K']\n", - "['22', ' Private', ' 184779', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 138358', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 176285', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 102180', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['77', ' Self-emp-not-inc', ' 209507', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 229741', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 324546', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 337195', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['58', ' State-gov', ' 194068', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 250647', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 477106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 104329', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 224566', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 169841', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 42563', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['37', ' Private', ' 31368', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 132755', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 279129', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' ?', ' 86143', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['54', ' State-gov', ' 44172', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 93076', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 146653', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 221366', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['38', ' Private', ' 189404', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['30', ' Private', ' 172304', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 116666', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 8', ' India', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 64112', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 55718', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 126675', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 102112', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 226505', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 211527', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 175069', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Yugoslavia', ' <=50K']\n", - "['25', ' Private', ' 25249', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 73411', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 207185', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' >50K']\n", - "['66', ' Private', ' 127139', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 41809', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 297449', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 141483', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 117227', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 377401', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 70', ' Canada', ' >50K']\n", - "['34', ' Local-gov', ' 167063', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 253759', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 183096', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 269654', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 293076', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 34104', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 80057', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['42', ' Self-emp-inc', ' 369781', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 223811', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 163053', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 189461', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 145166', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 86310', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 263224', ' 11th', ' 7', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 280362', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 301031', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 74966', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 254493', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 204241', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 225024', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 148222', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' State-gov', ' 113868', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['42', ' Private', ' 132633', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['37', ' Private', ' 44780', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 86373', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 176753', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 164707', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 2174', ' 0', ' 55', ' ?', ' <=50K']\n", - "['50', ' Local-gov', ' 370733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 216851', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 137951', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 185279', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 159724', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 103233', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 63509', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 174353', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 168109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 159724', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 105010', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 179112', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['46', ' Private', ' 364913', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 155664', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['61', ' Private', ' 230568', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 86492', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 87', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 71305', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 189933', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 191978', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 38948', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 139127', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 301568', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 149044', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2057', ' 60', ' China', ' <=50K']\n", - "['41', ' Private', ' 197344', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 32244', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 315406', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 88', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 47170', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['33', ' State-gov', ' 208785', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 196338', ' 9th', ' 5', ' Separated', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 269243', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 215115', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['20', ' Private', ' 117767', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 176101', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 138283', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 132320', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 471452', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 147653', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 73', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 49179', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 174921', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-inc', ' 95997', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 247245', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 67072', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' ?', ' 95329', ' Some-college', ' 10', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 107882', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 241825', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 79443', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 233059', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 226980', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 181087', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 305597', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Federal-gov', ' 311671', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['74', ' Private', ' 129879', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 15831', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 83375', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 115824', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1573', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 141657', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['34', ' Private', ' 50276', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 177216', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 1740', ' 40', ' Haiti', ' <=50K']\n", - "['44', ' Private', ' 228057', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['40', ' Private', ' 222848', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 121111', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['44', ' Private', ' 298885', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 149909', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['39', ' Private', ' 387430', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 121972', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 280167', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 70', ' United-States', ' >50K']\n", - "['29', ' State-gov', ' 191355', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 112115', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 104094', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 211032', ' Preschool', ' 1', ' Married-civ-spouse', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 41310', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['54', ' Private', ' 199307', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 205175', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 257750', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 191260', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 342730', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['80', ' Private', ' 249983', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 161508', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 338376', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 334308', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['21', ' Private', ' 133471', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 129177', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 178811', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 178537', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 235535', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 298155', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 145114', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 194096', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 191779', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 159732', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 170230', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 104719', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 163083', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 403552', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 218009', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 179313', ' 10th', ' 6', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 51961', ' 12th', ' 8', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 426001', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' Puerto-Rico', ' <=50K']\n", - "['70', ' Local-gov', ' 176493', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 124068', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 108510', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 181528', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 173754', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 169699', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 126849', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 204470', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' State-gov', ' 116367', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 117363', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 106297', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 108933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 190143', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 246677', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 175360', ' 10th', ' 6', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2559', ' 90', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 210259', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 166304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 303051', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 49308', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 192262', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 192349', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 48063', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Private', ' 170214', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Federal-gov', ' 51048', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-inc', ' 246562', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['57', ' Local-gov', ' 215175', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 114967', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 464536', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 451996', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 138852', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 353012', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 321822', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 324506', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 48', ' South', ' <=50K']\n", - "['36', ' Private', ' 162256', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 356689', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 260199', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 103605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 316211', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 308691', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 194404', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 334427', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 213226', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 342824', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 1151', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 33105', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 147638', ' Bachelors', ' 13', ' Separated', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 36', ' Philippines', ' <=50K']\n", - "['25', ' Private', ' 315643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 106257', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 342768', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 108960', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 168071', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 136935', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 188774', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['29', ' Private', ' 280344', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 202496', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 134768', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 175686', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 194748', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 61307', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 165001', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 25236', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 325658', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 201844', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 505980', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 185336', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 362795', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 99999', ' 0', ' 80', ' Mexico', ' >50K']\n", - "['26', ' Private', ' 126829', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 264600', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 82743', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Iran', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 125178', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 128487', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 321758', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 128220', ' 7th-8th', ' 4', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 176814', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Canada', ' <=50K']\n", - "['35', ' Private', ' 188069', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 55', ' ?', ' >50K']\n", - "['23', ' State-gov', ' 156423', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 169905', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' ?', ' 157289', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 176972', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 171424', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 2205', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 91811', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 203924', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 2597', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 177484', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 454614', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 242108', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 2346', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 132972', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 157947', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 177482', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 246891', ' Some-college', ' 10', ' Widowed', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' State-gov', ' 158834', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' ?', ' 203834', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' Taiwan', ' <=50K']\n", - "['29', ' Private', ' 110442', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 240676', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 192939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 260696', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 55363', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 144949', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['55', ' Private', ' 116878', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 30', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 357954', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 170038', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 190290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['26', ' State-gov', ' 203279', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 2463', ' 0', ' 50', ' India', ' <=50K']\n", - "['26', ' Private', ' 167761', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 138845', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 144844', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['21', ' ?', ' 161930', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 1504', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 55743', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 117721', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 116385', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 301867', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 238913', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 123983', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 63', ' South', ' <=50K']\n", - "['26', ' Private', ' 165510', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 183513', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 119281', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 152629', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 110171', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 211440', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 359259', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 125796', ' 11th', ' 7', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['34', ' Private', ' 39609', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 111567', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' Germany', ' >50K']\n", - "['23', ' Private', ' 44064', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 2559', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 120066', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 132633', ' 11th', ' 7', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' Guatemala', ' <=50K']\n", - "['39', ' Private', ' 192702', ' Masters', ' 14', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 166813', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 40444', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 290504', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 178505', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 1504', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 175370', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' Self-emp-not-inc', ' 72931', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' Italy', ' >50K']\n", - "['33', ' ?', ' 234542', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 284021', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 277974', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 111275', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 191776', ' Masters', ' 14', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 25236', ' 0', ' 42', ' United-States', ' >50K']\n", - "['28', ' Private', ' 125527', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 38294', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 313022', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 179668', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 198660', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 216116', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['62', ' Private', ' 200922', ' 7th-8th', ' 4', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 153372', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 406603', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 6', ' Iran', ' <=50K']\n", - "['23', ' Local-gov', ' 248344', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 240629', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['38', ' Private', ' 314310', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 259785', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 127111', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['29', ' Private', ' 178272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 75134', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 195985', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 221955', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 39', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 177675', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 182828', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 270889', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 183096', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 336951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 295589', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 289980', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 70720', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 163352', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 190776', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 313986', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Self-emp-inc', ' 473748', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['20', ' Private', ' 163003', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 183061', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 123584', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 120910', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 227554', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 182677', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 4508', ' 0', ' 40', ' South', ' <=50K']\n", - "['46', ' Private', ' 214955', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 209768', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 258120', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Jamaica', ' <=50K']\n", - "['49', ' Private', ' 110015', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Greece', ' <=50K']\n", - "['54', ' Private', ' 152652', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 43206', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 50', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 114639', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 221172', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 128538', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 131615', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 353824', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 178417', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 178644', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 271665', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' ?', ' 223732', ' Some-college', ' 10', ' Separated', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Federal-gov', ' 169003', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 338816', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['34', ' Private', ' 506858', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['28', ' Private', ' 265628', ' Assoc-voc', ' 11', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 173495', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 177413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 31670', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 154451', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 265535', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' Jamaica', ' >50K']\n", - "['31', ' Private', ' 118941', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 214617', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 265097', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 276087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 124692', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 306784', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 434102', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 387641', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 181824', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 35', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 177907', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 87329', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 263130', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 262882', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 37546', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 35', ' United-States', ' >50K']\n", - "['19', ' Private', ' 27433', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 393945', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 173927', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 60', ' Jamaica', ' <=50K']\n", - "['38', ' Private', ' 343403', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 111128', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 193882', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 310864', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['41', ' Private', ' 128354', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['33', ' Private', ' 113364', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 198559', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 136913', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 115488', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 154227', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 279667', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 281030', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 283945', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 454989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 391349', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 166704', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 151835', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['60', ' Private', ' 199085', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 61487', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 120251', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 273230', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 358373', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 267891', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 234880', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 48358', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 96452', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 204751', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 375868', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 413373', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 537222', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 33975', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 162327', ' 11th', ' 7', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 182691', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 300829', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 114508', ' 9th', ' 5', ' Separated', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 214627', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 129684', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 5455', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 120041', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 361138', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 76893', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 205424', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 176839', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 229148', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 154537', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['52', ' Private', ' 181901', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['18', ' Private', ' 152004', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 205188', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 30840', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 66634', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 180220', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 291052', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 99651', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 327723', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 32291', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 345122', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 127384', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 363296', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 86551', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 30070', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 595000', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 152328', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 177824', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 111483', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 199555', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 50018', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['36', ' Private', ' 218490', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 49020', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 213321', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 159187', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 83033', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Germany', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 31848', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 24961', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 182117', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 146576', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['21', ' Private', ' 176690', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['81', ' Private', ' 122651', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 149650', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['34', ' Private', ' 454508', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' Iran', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 269068', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 50', ' Philippines', ' >50K']\n", - "['41', ' Private', ' 266530', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 198542', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 133144', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 217961', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 221661', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['44', ' Local-gov', ' 60735', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 121124', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 48588', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 48087', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 240138', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 273010', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 3471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 104196', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 230035', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['28', ' Private', ' 38918', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['71', ' ?', ' 205011', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 176079', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 180052', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 173005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 378723', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 233624', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 192591', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 249860', ' 11th', ' 7', ' Divorced', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 247564', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 238912', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 190227', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 293287', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 180807', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 250217', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 217418', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 137510', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 163047', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 577521', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 221533', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 255675', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 114079', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 155781', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 243762', ' 11th', ' 7', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 113062', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 217028', ' Masters', ' 14', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 110723', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 191858', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 179423', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 339588', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['22', ' Private', ' 206815', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['47', ' State-gov', ' 103743', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 235683', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' ?', ' 207321', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 197495', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 424012', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 178469', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-inc', ' 92886', ' 10th', ' 6', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 214008', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 325732', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 52', ' United-States', ' >50K']\n", - "['35', ' Private', ' 28572', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 118376', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 51799', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 115488', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 190621', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 193568', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 192878', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 264663', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 234731', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 308373', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 205644', ' HS-grad', ' 9', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 321851', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Private', ' 206399', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 124563', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 198211', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 130795', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 71269', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 319280', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 125933', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 107236', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 32732', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 284763', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 112668', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 376483', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 402778', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 36177', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 125489', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 304791', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 209205', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['60', ' ?', ' 112821', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 178100', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 70261', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 186634', ' 12th', ' 8', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 32958', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 254746', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 158746', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 140854', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 51506', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 189564', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['37', ' Federal-gov', ' 325538', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['58', ' Private', ' 213975', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 431426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 199763', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 161563', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 252024', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['43', ' Private', ' 43945', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 178487', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 604506', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 72', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 228157', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['43', ' Private', ' 199191', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 189775', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 171080', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 117310', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 82049', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 126094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 202516', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 246392', ' Assoc-acdm', ' 12', ' Separated', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 69328', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 292803', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 286989', ' Preschool', ' 1', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 190483', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 48', ' Iran', ' <=50K']\n", - "['19', ' Private', ' 235849', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 359766', ' 7th-8th', ' 4', ' Divorced', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 128016', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 360096', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 170154', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 337286', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 204322', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 143833', ' 12th', ' 8', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 365613', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' Canada', ' <=50K']\n", - "['32', ' Private', ' 100135', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 180096', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 371827', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['26', ' Private', ' 61270', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['41', ' Federal-gov', ' 564135', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 198759', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' State-gov', ' 303462', ' Some-college', ' 10', ' Separated', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 193106', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 250201', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 200426', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 222654', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 53366', ' 7th-8th', ' 4', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 132222', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 100828', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 31264', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 202027', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 168906', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 255454', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 245524', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 386040', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 35424', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 93655', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 152629', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-not-inc', ' 151159', ' 10th', ' 6', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 410240', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 138970', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 269722', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 223678', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 197184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 143486', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Private', ' 160625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 140516', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 85341', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 108293', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 2205', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 192507', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 186932', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 223580', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 6514', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 236861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 327886', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 407618', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 2050', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-inc', ' 197060', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 229180', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['24', ' Private', ' 284317', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 73514', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' Philippines', ' <=50K']\n", - "['27', ' Private', ' 47907', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 134782', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 118831', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['41', ' Private', ' 299505', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 267161', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 119177', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 327886', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 187730', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 109015', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 110015', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' Greece', ' <=50K']\n", - "['24', ' Private', ' 104146', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 50442', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 57640', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 333664', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 224858', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 290641', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' ?', ' 191118', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 34402', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 245378', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 179136', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 116788', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 129699', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 39606', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['44', ' Self-emp-inc', ' 95150', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' Private', ' 102479', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 199191', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 229636', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 53833', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 27997', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 124487', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 111363', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 107630', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 134287', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 283004', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 63', ' Thailand', ' <=50K']\n", - "['24', ' Private', ' 33616', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 121124', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' Private', ' 188189', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 106255', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 282830', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 243904', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Honduras', ' <=50K']\n", - "['69', ' Private', ' 165017', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 2538', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 131584', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 427781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 334291', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 173224', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 87507', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' India', ' <=50K']\n", - "['32', ' Private', ' 187560', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 204497', ' 10th', ' 6', ' Divorced', ' Transport-moving', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 230545', ' 7th-8th', ' 4', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Cuba', ' <=50K']\n", - "['31', ' Private', ' 118161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 150499', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 96554', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 288551', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['69', ' Self-emp-not-inc', ' 104003', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 124963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 198388', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 126204', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 91709', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 152109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 191954', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 108097', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 10566', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 289991', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 92115', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 320277', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 33610', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 168276', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 175127', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['37', ' Private', ' 254973', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 95336', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 346975', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 36', ' United-States', ' >50K']\n", - "['33', ' Private', ' 227282', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 138153', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 174132', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 182237', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' ?', ' 111252', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 217775', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 168863', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 394503', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 141657', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 125441', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 1055', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 172230', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 282944', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 55377', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 49352', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 213887', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 24046', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 208122', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 176118', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 227994', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 215389', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 99434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 190964', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 113700', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 259840', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 168827', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 28984', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 182211', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 82393', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 183639', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 342448', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 469907', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 211920', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 33658', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Federal-gov', ' 34178', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 400630', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['73', ' Self-emp-not-inc', ' 161251', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 255685', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['38', ' Private', ' 199256', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 143716', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 221666', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 145409', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' Canada', ' >50K']\n", - "['24', ' Private', ' 39615', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 104440', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 151382', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 974', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 503675', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['58', ' Private', ' 306233', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 216475', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 43', ' United-States', ' >50K']\n", - "['49', ' Private', ' 50748', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' England', ' <=50K']\n", - "['23', ' Private', ' 107190', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 206874', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 83141', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 444089', ' 11th', ' 7', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 141896', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 33487', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 65372', ' Doctorate', ' 16', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 341346', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 343403', ' Doctorate', ' 16', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['47', ' Private', ' 287480', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 107287', ' 10th', ' 6', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 2559', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 199067', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 182771', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 159737', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 110643', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 117583', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 43479', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 203003', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' Germany', ' <=50K']\n", - "['50', ' Private', ' 133963', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 227794', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 112137', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' South', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 110457', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 281565', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' South', ' <=50K']\n", - "['46', ' Federal-gov', ' 297906', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 151506', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 139455', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['38', ' Private', ' 26987', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 233312', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 161092', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 98361', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 188928', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 164922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 185673', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 193598', ' Preschool', ' 1', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 274111', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 245482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['56', ' Private', ' 160932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['50', ' Private', ' 44368', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 291374', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 280927', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 222993', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 25240', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 204052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 74054', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['46', ' Private', ' 169042', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Ecuador', ' <=50K']\n", - "['31', ' Private', ' 104509', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 185394', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 254146', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-inc', ' 227856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 183041', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 107682', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 287598', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 182186', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 194636', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['45', ' Private', ' 112305', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 212661', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 32709', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Federal-gov', ' 46366', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 24106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 170850', ' Bachelors', ' 13', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' ?', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 40666', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 182975', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 345122', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 208311', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['37', ' Private', ' 120045', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 201299', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 152940', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 243580', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 182128', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 6497', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 176458', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 101562', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 108699', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 175878', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 177675', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 213887', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 357619', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' Germany', ' <=50K']\n", - "['23', ' Private', ' 435835', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1669', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 165799', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 71469', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 229745', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 284916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Private', ' 28419', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 26950', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 107231', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 512103', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 245090', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['58', ' Private', ' 314153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 243988', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 82551', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 42706', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 235795', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 108001', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 112497', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 44', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 128206', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 224634', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' Private', ' 362999', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 346693', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 175759', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 99199', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 219987', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 143445', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 118710', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 224185', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 118972', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 165360', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 38950', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 89', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 277256', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 247151', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 213722', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 209955', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 174395', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 138626', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 50', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 179973', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 200207', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 156587', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 33016', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 197496', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['32', ' Private', ' 153588', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 99736', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 15020', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 284166', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 716066', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 188519', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 109080', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 174421', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 259351', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Federal-gov', ' 284403', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 85319', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' ?', ' 201766', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 340475', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 487486', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['68', ' ?', ' 484298', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 170617', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 94055', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 117779', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 209770', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 317443', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 140237', ' Preschool', ' 1', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 107411', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 122493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 195124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['38', ' Private', ' 101978', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 55', ' United-States', ' >50K']\n", - "['22', ' Private', ' 335453', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 318329', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 100321', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 81145', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 62865', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 176262', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 168103', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 208174', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 188815', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 34095', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 226092', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 212668', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 381583', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 239439', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 172493', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 239876', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 221881', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Local-gov', ' 218184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['27', ' Self-emp-not-inc', ' 206889', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 110668', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 211028', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 202984', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 20296', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['35', ' Private', ' 194690', ' 7th-8th', ' 4', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 204984', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 35021', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1977', ' 32', ' China', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 238574', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' Private', ' 345360', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 192381', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 479765', ' 7th-8th', ' 4', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' Guatemala', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 34091', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['30', ' Private', ' 151773', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 299080', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 135339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 2105', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['27', ' Local-gov', ' 52156', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 318647', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 80145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 343646', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 198692', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 266635', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 197672', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 185846', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 315110', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 220754', ' Doctorate', ' 16', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 64292', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 126060', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 78012', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 1762', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 210562', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 350181', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 233421', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 167170', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 260801', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 173370', ' Bachelors', ' 13', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 135520', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['30', ' Private', ' 121308', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 444743', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 65225', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 136982', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Honduras', ' <=50K']\n", - "['45', ' State-gov', ' 271962', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 204046', ' 10th', ' 6', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 225823', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 183009', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Female', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 121038', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 49092', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 148709', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 209205', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 285865', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 216129', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 40955', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['54', ' Private', ' 197189', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 33001', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 227399', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 164050', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 259087', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 236262', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 177929', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 166929', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' >50K']\n", - "['32', ' Private', ' 199963', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 98776', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 135056', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 55363', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 102343', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 72', ' India', ' >50K']\n", - "['30', ' Private', ' 231263', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 226913', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 129573', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 191001', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 69345', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 204556', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 192626', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 202812', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 405177', ' 10th', ' 6', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 227890', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['33', ' Private', ' 101352', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 82572', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 132686', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 149210', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 245661', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 483596', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 104663', ' Doctorate', ' 16', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['30', ' Private', ' 347166', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 108540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 333305', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 155408', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 246372', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 30290', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 347321', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 205852', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 163215', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['54', ' State-gov', ' 93449', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['47', ' Self-emp-inc', ' 116927', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['35', ' Private', ' 164526', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Yugoslavia', ' >50K']\n", - "['33', ' Private', ' 31573', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 125159', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['39', ' State-gov', ' 201105', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['25', ' ?', ' 122745', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 150570', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 118941', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['53', ' Private', ' 141388', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 174714', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 75755', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['63', ' Private', ' 133144', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 318865', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 109638', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 92969', ' 1st-4th', ' 2', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 376028', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 144161', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 183778', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 398904', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 170846', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Local-gov', ' 204277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 205152', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 225395', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 33975', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 147032', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 8', ' Philippines', ' <=50K']\n", - "['64', ' Private', ' 174826', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 232769', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 36984', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 292264', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 303973', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 1602', ' 15', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 287988', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 330144', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['24', ' Private', ' 191948', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 324601', ' 1st-4th', ' 2', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['38', ' State-gov', ' 200289', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['20', ' Private', ' 113307', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 194087', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 155213', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 175127', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 358461', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 354929', ' Assoc-acdm', ' 12', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 104501', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['45', ' Private', ' 112929', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 132832', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 357691', ' Masters', ' 14', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 114605', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 525878', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 68358', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 174571', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 42703', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 220589', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 197558', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['27', ' Private', ' 423250', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 29254', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' ?', ' 308924', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 276247', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 213841', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 181677', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['46', ' Private', ' 160061', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 285295', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' Private', ' 265266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 222115', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' State-gov', ' 194954', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 156926', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 217414', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 538443', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 192399', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 383493', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Private', ' 193235', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 99452', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 254134', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 90446', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 116613', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['42', ' Local-gov', ' 238188', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['17', ' Private', ' 95909', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 82319', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 182274', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 179625', ' 10th', ' 6', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 119793', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 254989', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 104830', ' 7th-8th', ' 4', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 25', ' Guatemala', ' <=50K']\n", - "['49', ' Federal-gov', ' 110373', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 135416', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 298225', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 166740', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 213668', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 276624', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 226789', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 31023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 116666', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 4650', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 136986', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['41', ' Private', ' 179580', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['23', ' Private', ' 103277', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 351141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 191161', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' >50K']\n", - "['20', ' Private', ' 148709', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 128382', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 144361', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 172538', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 102476', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 46028', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 198452', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 193895', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 233421', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 378747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 31251', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 71540', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 194772', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 34568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 36480', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 116528', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 52152', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 216690', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['42', ' Local-gov', ' 227065', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 84013', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 82051', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 176185', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Iran', ' <=50K']\n", - "['59', ' Private', ' 115414', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Self-emp-inc', ' 493034', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 354923', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 393712', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 98941', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 141483', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 172479', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 226145', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 394612', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 231085', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 183810', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' Private', ' 186159', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 162282', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 219021', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 44', ' United-States', ' >50K']\n", - "['23', ' Private', ' 273206', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 332355', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 102729', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 198096', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' State-gov', ' 292933', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 135924', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 99146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 27409', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 299507', ' Assoc-acdm', ' 12', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 102631', ' Some-college', ' 10', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 153486', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 434292', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 240172', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 219426', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 295791', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 114032', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 496382', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['33', ' Private', ' 376483', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 107218', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 246207', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 80564', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 83089', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['37', ' Local-gov', ' 328301', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 301614', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 199739', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 180060', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 2354', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 121040', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 125550', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 170772', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 180551', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 48189', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 432154', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 263200', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 123207', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['17', ' Private', ' 110798', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 238481', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 185528', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 181311', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 528616', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 272950', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' ?', ' 195532', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 197583', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 48612', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 31533', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 148138', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2002', ' 40', ' Iran', ' <=50K']\n", - "['29', ' Local-gov', ' 30069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 2635', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 170182', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 230885', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['54', ' Private', ' 174102', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 352606', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 241153', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['54', ' Private', ' 155433', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 109414', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 125461', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 331556', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 138575', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 223514', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 115418', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 2174', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 193026', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 1408', ' 40', ' ?', ' <=50K']\n", - "['41', ' Private', ' 147206', ' 12th', ' 8', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 174592', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 268620', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 150886', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 112362', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['83', ' Private', ' 195507', ' HS-grad', ' 9', ' Widowed', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 192983', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 120544', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 59083', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 208277', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 184678', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 278736', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 39464', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 162343', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['41', ' Private', ' 204046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 255647', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['53', ' Private', ' 123011', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' Self-emp-not-inc', ' 291362', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 159187', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 126414', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 227626', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 173783', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['74', ' Private', ' 211075', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 176756', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 1485', ' 70', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 31095', ' Some-college', ' 10', ' Separated', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 4101', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 32372', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 70', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 331651', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 146325', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 515025', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 394474', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 400535', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 337505', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['42', ' Private', ' 211860', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 102684', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 225657', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 121966', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 396790', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 149949', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 252187', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 209934', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Federal-gov', ' 229300', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 170769', ' Doctorate', ' 16', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 200618', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 216984', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 212760', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 150309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 174655', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 109621', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 225124', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 172695', ' 11th', ' 7', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 27', ' El-Salvador', ' <=50K']\n", - "['71', ' Self-emp-not-inc', ' 238479', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 37754', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 85018', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 256466', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Philippines', ' >50K']\n", - "['23', ' Private', ' 169188', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 210945', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 287031', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 224361', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 108464', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 75826', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 120277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 104439', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 56870', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200819', ' 12th', ' 8', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 170562', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 80933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 33088', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 112763', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 7430', ' 0', ' 36', ' United-States', ' >50K']\n", - "['29', ' Private', ' 177651', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 261943', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 169785', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['20', ' Private', ' 141481', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 433491', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 86615', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 125550', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 421223', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 26999', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 241998', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 20', ' United-States', ' >50K']\n", - "['34', ' ?', ' 133861', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 115323', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-inc', ' 23778', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 190836', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 159179', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['64', ' ?', ' 205479', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' ?', ' 47713', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 163237', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['61', ' Private', ' 202202', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 168837', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 112271', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 52537', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 38353', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 141698', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 28856', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 175652', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 213008', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 196501', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' Private', ' 118798', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 92463', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 125165', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 103980', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 180362', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 53903', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 179735', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 277390', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['49', ' Private', ' 122177', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 188161', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 170108', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 175262', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' ?', ' 204441', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 164395', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 115630', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 178815', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 168223', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 202560', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 100295', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' Canada', ' >50K']\n", - "['36', ' Private', ' 172256', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['45', ' Private', ' 51664', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 358893', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 2339', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 115963', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 333910', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 148948', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 130561', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 428350', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 188808', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 112847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 110748', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 156653', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 196491', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['65', ' Local-gov', ' 254413', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 91262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 154785', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 80', ' Thailand', ' <=50K']\n", - "['55', ' Private', ' 84231', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 226327', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 248406', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 54317', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 32732', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 95918', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 375675', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['43', ' Private', ' 244172', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Federal-gov', ' 233555', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['39', ' Private', ' 326342', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 2635', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 77271', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' England', ' <=50K']\n", - "['35', ' Private', ' 33397', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 446358', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 151810', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 125461', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['35', ' Private', ' 133906', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 155106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 203637', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 232766', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 305319', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 121023', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 198997', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 167140', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['20', ' Private', ' 38772', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 253759', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 130067', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 203828', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' State-gov', ' 221558', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' ?', ' <=50K']\n", - "['31', ' Private', ' 156464', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 72333', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 83671', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 339482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 91928', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 99203', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 455995', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['62', ' Private', ' 192515', ' HS-grad', ' 9', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 111483', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2174', ' 10', ' United-States', ' >50K']\n", - "['17', ' Private', ' 221129', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 85413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['31', ' Private', ' 196125', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 265638', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 177727', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 205822', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 112607', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 177595', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 183315', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 116279', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 122493', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 215419', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 310101', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 61885', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 59107', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 227214', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['64', ' Private', ' 239450', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 118847', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 95226', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 659273', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['23', ' Private', ' 215395', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 170600', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 91044', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 318639', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 160398', ' Some-college', ' 10', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 216824', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 308945', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 30840', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 99309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 188576', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['46', ' Private', ' 83064', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 403865', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 235786', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['44', ' Private', ' 191893', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 149184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 97', ' United-States', ' >50K']\n", - "['37', ' Private', ' 152909', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 435604', ' Assoc-voc', ' 11', ' Separated', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 109282', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['31', ' Private', ' 248178', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 112683', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 209103', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 183639', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 107233', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 175387', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 178255', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' ?', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 38223', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 228873', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 202182', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 425092', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 152587', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 39089', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 204304', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 116103', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 4934', ' 0', ' 47', ' United-States', ' >50K']\n", - "['53', ' Private', ' 290640', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['58', ' Federal-gov', ' 81973', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 134890', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 452924', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['57', ' Private', ' 245193', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['69', ' State-gov', ' 34339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 184756', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 392160', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['49', ' Private', ' 168337', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 309513', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 77219', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 212888', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 361888', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Local-gov', ' 237879', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 93099', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 225193', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 50814', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 123681', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 249351', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 222311', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['18', ' Private', ' 301762', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 195298', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['69', ' Private', ' 541737', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2050', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['84', ' Private', ' 241065', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 129513', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 374262', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 382146', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 185291', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 30447', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 49893', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 197387', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 111957', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 340458', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 185670', ' 1st-4th', ' 2', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 21', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 210945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 350661', ' Prof-school', ' 15', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Columbia', ' >50K']\n", - "['42', ' Private', ' 190543', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 70261', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 179048', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Greece', ' <=50K']\n", - "['35', ' Private', ' 242094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 117634', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 82531', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 193374', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' ?', ' 186420', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 323605', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['56', ' Private', ' 371064', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 39927', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 64292', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 198660', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 56', ' United-States', ' >50K']\n", - "['54', ' ?', ' 196975', ' HS-grad', ' 9', ' Divorced', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 210165', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 144137', ' Some-college', ' 10', ' Divorced', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 155657', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 72953', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 107548', ' 9th', ' 5', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 163258', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 221324', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 444822', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' Mexico', ' <=50K']\n", - "['17', ' Private', ' 154398', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 16', ' Haiti', ' <=50K']\n", - "['31', ' Private', ' 120672', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 1721', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 159650', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['62', ' Private', ' 290754', ' 10th', ' 6', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 49654', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['20', ' Federal-gov', ' 147352', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 227943', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 423024', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 64322', ' 7th-8th', ' 4', ' Separated', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 445940', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 230824', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 48882', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 168195', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 188644', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 136077', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 119793', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 336513', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 186991', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 218948', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 211435', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 280169', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3456', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 109997', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 286789', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 102460', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 287160', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 198097', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 119111', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 174461', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 281678', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 377725', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 151053', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 186539', ' Masters', ' 14', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 149478', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 198452', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 198863', ' Prof-school', ' 15', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2559', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 176711', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 165310', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 213008', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['21', ' State-gov', ' 38251', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 125761', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 148645', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 273435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 208613', ' Bachelors', ' 13', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 192565', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 183885', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 243631', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['37', ' Private', ' 191754', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 261278', ' Some-college', ' 10', ' Separated', ' Sales', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 127014', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 197919', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 217460', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 86551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 98051', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' >50K']\n", - "['38', ' Private', ' 215917', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 192982', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 334132', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 78', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 136986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 116812', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 189123', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 58', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 89648', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 190027', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 99248', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 57600', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 199224', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' Private', ' 140363', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 308812', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 275421', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 213321', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 157747', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 182314', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' Private', ' 220589', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 208640', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 189346', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 2202', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 124071', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 20469', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['31', ' Private', ' 154227', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['37', ' Private', ' 105044', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['43', ' Private', ' 35910', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['23', ' Private', ' 189203', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116493', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 44', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 19700', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 48718', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2907', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 106113', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 256263', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 202498', ' 7th-8th', ' 4', ' Separated', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['38', ' Private', ' 120074', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 122922', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 116903', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2149', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 222596', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 107302', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['36', ' Private', ' 156400', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 53373', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 58916', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 167159', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 283806', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 140426', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['36', ' Local-gov', ' 61778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 33310', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 202560', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 60828', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 153486', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 167536', ' Assoc-acdm', ' 12', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 370990', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 198867', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 174924', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' Germany', ' <=50K']\n", - "['30', ' Private', ' 175856', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 169628', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['29', ' ?', ' 125159', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 36', ' ?', ' <=50K']\n", - "['31', ' Private', ' 220690', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 160035', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 116878', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Greece', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 134737', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 81648', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 122177', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Federal-gov', ' 69614', ' 10th', ' 6', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 112115', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 299422', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['81', ' ?', ' 162882', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 112854', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 33417', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 224559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' ?', ' 468706', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 357028', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 51158', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 36', ' United-States', ' >50K']\n", - "['51', ' Private', ' 186303', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 127749', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 291386', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 138054', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 174533', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 200835', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 108658', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 180985', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 34803', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 75867', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 156819', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 61272', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['24', ' Private', ' 39827', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['38', ' Private', ' 130007', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 80324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 322614', ' Preschool', ' 1', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1719', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 140869', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Local-gov', ' 181902', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' Poland', ' >50K']\n", - "['30', ' Private', ' 287908', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 309630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 28225', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 428584', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 3464', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 39222', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 359131', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 8', ' ?', ' >50K']\n", - "['22', ' Private', ' 122272', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 198400', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 73091', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 283338', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 208946', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 348416', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 379046', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['29', ' Private', ' 183887', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 127961', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 211129', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 187649', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 94754', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 231826', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 142764', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 126822', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 188069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 284395', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 31267', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 161444', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['25', ' Private', ' 144483', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 133655', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 112074', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 249727', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 165754', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 172822', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 288433', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 33331', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 168071', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 207277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 130620', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 26', ' India', ' <=50K']\n", - "['40', ' Private', ' 136244', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 972354', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 245297', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 71151', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 118352', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 117210', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 120068', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 48343', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 84451', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 76437', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 281704', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 123011', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 104729', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 110134', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 186067', ' 10th', ' 6', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 214702', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' Puerto-Rico', ' <=50K']\n", - "['46', ' Private', ' 384795', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 175931', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 366324', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 118717', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 219835', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 176486', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 273435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 182661', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 212304', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 133963', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 165152', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['26', ' Private', ' 274724', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['47', ' Private', ' 196707', ' Prof-school', ' 15', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 213002', ' 12th', ' 8', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 26620', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 361481', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['35', ' Private', ' 148581', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 459189', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 214689', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 289364', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 174907', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 348099', ' 10th', ' 6', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 104965', ' 9th', ' 5', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 31600', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 286282', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 181705', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 238912', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 134737', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['67', ' ?', ' 157403', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 10', ' United-States', ' >50K']\n", - "['37', ' Private', ' 197429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 47343', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Federal-gov', ' 67083', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 1471', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['24', ' Private', ' 249957', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 175942', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' France', ' <=50K']\n", - "['50', ' Private', ' 192982', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 209547', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 142675', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 190333', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 196396', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 166740', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 174533', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 210867', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['37', ' Private', ' 118486', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 4934', ' 0', ' 32', ' United-States', ' >50K']\n", - "['40', ' Private', ' 144067', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 106964', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 178136', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 196554', ' Prof-school', ' 15', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 403550', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 498216', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 192755', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['20', ' ?', ' 53738', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 156192', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Private', ' 189802', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 213149', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 1825', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 179171', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' Germany', ' <=50K']\n", - "['32', ' Private', ' 77634', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 189830', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 127190', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['44', ' ?', ' 174147', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 138107', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 269733', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 227734', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 318822', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 48885', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 205424', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['40', ' Private', ' 173858', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 42', ' Cambodia', ' <=50K']\n", - "['34', ' Private', ' 202450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' Private', ' 154779', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 180551', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 177522', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 277328', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' Cuba', ' <=50K']\n", - "['34', ' Private', ' 112584', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 85384', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' ?', ' 123971', ' 11th', ' 7', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 69019', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 112847', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 52900', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['42', ' Private', ' 37937', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['45', ' Private', ' 59380', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 114770', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 216481', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 176469', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 176831', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Federal-gov', ' 410034', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 93662', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 144236', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 240917', ' 11th', ' 7', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 608184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 243361', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 35166', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 182655', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Private', ' 142717', ' Doctorate', ' 16', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 272944', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 219233', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 1602', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 228686', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 236818', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 117865', ' HS-grad', ' 9', ' Married-AF-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 106538', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 153891', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 190909', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 191002', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['42', ' Private', ' 89073', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 238342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 42', ' United-States', ' >50K']\n", - "['55', ' Private', ' 259532', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 189282', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 132481', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 205659', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' Thailand', ' >50K']\n", - "['32', ' Private', ' 182323', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 216256', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 166419', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 3674', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 152246', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['47', ' Private', ' 155659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 155198', ' 9th', ' 5', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 100931', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 162945', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 334346', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 181597', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 133969', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 63', ' South', ' <=50K']\n", - "['50', ' Private', ' 210217', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 169711', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['57', ' ?', ' 300104', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 84', ' United-States', ' >50K']\n", - "['19', ' Private', ' 271521', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 51255', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 26669', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 194580', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 177974', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 315640', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' China', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 136913', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 230961', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 167062', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 120131', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 243368', ' Preschool', ' 1', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 171876', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 136866', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 316820', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 185459', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['67', ' ?', ' 81761', ' HS-grad', ' 9', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 43716', ' Assoc-voc', ' 11', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 220939', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 148657', ' Preschool', ' 1', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Federal-gov', ' 40808', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 183473', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 108496', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 204838', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 132686', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' State-gov', ' 117906', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 304386', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 248113', ' Preschool', ' 1', ' Married-spouse-absent', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 165215', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 18', ' United-States', ' >50K']\n", - "['18', ' ?', ' 215463', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 259719', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['25', ' ?', ' 35829', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 248795', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 124692', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 128054', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 179731', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 2415', ' 65', ' United-States', ' >50K']\n", - "['32', ' Self-emp-inc', ' 113543', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 252153', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 45891', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 112263', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 47791', ' 12th', ' 8', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 202980', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' Peru', ' <=50K']\n", - "['21', ' Private', ' 34918', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 91251', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' China', ' <=50K']\n", - "['31', ' Private', ' 132996', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 306215', ' Assoc-voc', ' 11', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 203570', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 355918', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 198841', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 282964', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 312197', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' Mexico', ' >50K']\n", - "['44', ' Private', ' 98779', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 200246', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 182771', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 199908', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 172104', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['53', ' Self-emp-not-inc', ' 35295', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 216858', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 332187', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 255109', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 111332', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 238431', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 131552', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 110239', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 255830', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 175648', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 82998', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 164320', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 263498', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 162381', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 229651', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 357348', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 269657', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 82880', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 389755', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 195136', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 207685', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['23', ' Private', ' 222925', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 2105', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 196388', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 50341', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 214134', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 114032', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 192053', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['48', ' Private', ' 240231', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' >50K']\n", - "['42', ' Private', ' 44402', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 191503', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 163530', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 136823', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 121912', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 58624', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 74056', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 144259', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 4386', ' 0', ' 80', ' ?', ' >50K']\n", - "['57', ' Private', ' 182028', ' Assoc-acdm', ' 12', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 209040', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 206046', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 182494', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 185057', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Scotland', ' <=50K']\n", - "['60', ' Private', ' 147473', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 221722', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' ?', ' 388811', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 221912', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 48189', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 382272', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 48347', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 143046', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 38', ' United-States', ' >50K']\n", - "['63', ' Self-emp-inc', ' 137940', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 249571', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['79', ' Private', ' 121318', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 224531', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 185019', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 27886', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 94741', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 107801', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 2205', ' 18', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 191256', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['47', ' Private', ' 256866', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 197148', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['37', ' Private', ' 312271', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 118657', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 224338', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 242488', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 234970', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 227915', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 105717', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 160962', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 353881', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 188950', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 201328', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 218678', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 184255', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 200968', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 102264', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 300584', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 208946', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 105021', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 124751', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 274057', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 132879', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 260960', ' Bachelors', ' 13', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 208415', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['42', ' Private', ' 356934', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 154410', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 35378', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 301210', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1735', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 73621', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 108140', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['66', ' Private', ' 217198', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 157332', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 202956', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 173495', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 149811', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 2206', ' 59', ' Canada', ' <=50K']\n", - "['39', ' Private', ' 444219', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 125120', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190429', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 190303', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 248164', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Federal-gov', ' 208534', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 343721', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' >50K']\n", - "['35', ' Self-emp-inc', ' 196373', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 433788', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' State-gov', ' 122086', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 137314', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 33068', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 210688', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 117833', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 103474', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 115880', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 233933', ' 10th', ' 6', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 52781', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 586657', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Japan', ' >50K']\n", - "['62', ' Private', ' 113080', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 251905', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['76', ' Self-emp-not-inc', ' 225964', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 194096', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 263831', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 133136', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 121634', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Self-emp-inc', ' 40767', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 355789', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 311914', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 91189', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 344060', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 113823', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 185800', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 7430', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 76107', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 117618', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 238008', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 136480', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 285200', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 35', ' United-States', ' >50K']\n", - "['19', ' Private', ' 351040', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['35', ' Private', ' 1226583', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['23', ' Private', ' 195767', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 187540', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 79372', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 226665', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['52', ' Private', ' 213209', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 211005', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 96178', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 328216', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 110713', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 225456', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' Local-gov', ' 159908', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1258', ' 38', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 118308', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 180309', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 39630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 273828', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 172071', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['28', ' Private', ' 218887', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 664670', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 209149', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 84619', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 447346', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 37869', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 99086', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 143582', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 2129', ' 72', ' ?', ' <=50K']\n", - "['38', ' Private', ' 326886', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 181755', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 249368', ' HS-grad', ' 9', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 326400', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 504725', ' 5th-6th', ' 3', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 88967', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 170721', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 148953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 342752', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 220871', ' 7th-8th', ' 4', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 29675', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 183611', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 115215', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 152231', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 41356', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 225142', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 121313', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 134821', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 311350', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 102106', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 427055', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 117860', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 285885', ' 9th', ' 5', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 212800', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 194864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 31438', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 148254', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 113035', ' 1st-4th', ' 2', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 106595', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 1848', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 144521', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 172232', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 123592', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 3887', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 191921', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 237379', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 208463', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 68985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 22418', ' 9th', ' 5', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 163047', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 153870', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2603', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 124954', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 197702', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 166415', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 116211', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['20', ' Private', ' 33644', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 33331', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 70', ' United-States', ' >50K']\n", - "['46', ' Private', ' 73019', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 169182', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' Puerto-Rico', ' <=50K']\n", - "['53', ' Private', ' 20438', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 109869', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 316849', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 208043', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['61', ' Private', ' 153790', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 153451', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 96840', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 192732', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 209101', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 146919', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 192323', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['48', ' Private', ' 217019', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 198211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 222490', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 106758', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 561334', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 203710', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 203322', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 123703', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 312015', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 209428', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' El-Salvador', ' <=50K']\n", - "['61', ' Private', ' 230292', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 114420', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 120238', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 100375', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 42485', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 130620', ' 12th', ' 8', ' Married-civ-spouse', ' Sales', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 33', ' ?', ' <=50K']\n", - "['39', ' Local-gov', ' 134367', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 147099', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 36214', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 47', ' United-States', ' >50K']\n", - "['45', ' Private', ' 119904', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 105779', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Private', ' 165020', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 187098', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 47', ' United-States', ' >50K']\n", - "['43', ' ?', ' 142030', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 241360', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['62', ' Private', ' 121319', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 151580', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 162572', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 35917', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 35723', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 194773', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 62155', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 192203', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 174370', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 161007', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 270517', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' Private', ' 163847', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 193882', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 160037', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 189944', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['85', ' Private', ' 115364', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 163174', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 188900', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 214399', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 156616', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 204862', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 55921', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 172475', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 2977', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 153082', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 195418', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Local-gov', ' 276840', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 97933', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 1485', ' 37', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 119099', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 83411', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 198992', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 337825', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 192002', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 189346', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 231962', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 164488', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 200471', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['69', ' Private', ' 228921', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2282', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 184846', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 233851', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 499001', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['65', ' Local-gov', ' 125768', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 255004', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 157624', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 146767', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 118291', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 313181', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 87891', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 226443', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['45', ' Private', ' 81132', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['20', ' Private', ' 216436', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 213412', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 179358', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 369825', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 4101', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 199763', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 239390', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 173613', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 37869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 302845', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 85218', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 48268', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 173968', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 70982', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 166857', ' 9th', ' 5', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 256191', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 162872', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['82', ' Private', ' 152148', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 139193', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 791084', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 137214', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 183258', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 154035', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 115323', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 213055', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 155064', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 33551', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 169995', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 168262', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 104196', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 114055', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 274398', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['78', ' ?', ' 27979', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2228', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 244122', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 196571', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['66', ' Private', ' 101607', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 122109', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 323', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 255822', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 195184', ' HS-grad', ' 9', ' Widowed', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' Cuba', ' <=50K']\n", - "['35', ' Federal-gov', ' 245372', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 169583', ' Bachelors', ' 13', ' Married-AF-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 224531', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 186151', ' HS-grad', ' 9', ' Separated', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 118693', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 297449', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 125206', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 393264', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 108140', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 264968', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 318106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 156025', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 149455', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 359985', ' 5th-6th', ' 3', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' Mexico', ' <=50K']\n", - "['44', ' State-gov', ' 165108', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 115178', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 149224', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 352056', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 174717', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['75', ' ?', ' 173064', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 147755', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 135716', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 44216', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 37359', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 178255', ' Some-college', ' 10', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['30', ' State-gov', ' 70617', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 10', ' China', ' <=50K']\n", - "['30', ' Private', ' 154950', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 356934', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 271714', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 247025', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 107417', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 116554', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 917220', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 430084', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 202937', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['27', ' Private', ' 62737', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 508548', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 275223', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 381931', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 246974', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 105431', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 146311', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 159869', ' Doctorate', ' 16', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 204641', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 66297', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['38', ' Private', ' 227615', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['66', ' ?', ' 107744', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 360393', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 263340', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 141918', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 294292', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 128736', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 511289', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['27', ' Private', ' 302406', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 101517', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 161334', ' Masters', ' 14', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['24', ' Self-emp-inc', ' 189148', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 103111', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 51620', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 31606', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 34292', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 107882', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 39529', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 135315', ' 9th', ' 5', ' Never-married', ' Sales', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 107812', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 229729', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 111891', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 340917', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 202952', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['79', ' Private', ' 333230', ' HS-grad', ' 9', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 114955', ' Assoc-acdm', ' 12', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 159869', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 57758', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 207064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 193090', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 3674', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 151364', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Local-gov', ' 88638', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 7896', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 304960', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 102828', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['20', ' ?', ' 210029', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 154246', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4865', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 142519', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 104455', ' Bachelors', ' 13', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['77', ' Self-emp-inc', ' 192230', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 292592', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 330132', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 51111', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 258037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['42', ' Local-gov', ' 188291', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['35', ' State-gov', ' 349066', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 191188', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 133503', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 146497', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 240468', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 175120', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 416577', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253814', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 159247', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 102471', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' Puerto-Rico', ' <=50K']\n", - "['42', ' Private', ' 213464', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 211968', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 32016', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Private', ' 512992', ' 11th', ' 7', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 135020', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 109133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['28', ' Private', ' 142712', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 76900', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 112176', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 262233', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 122066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Hungary', ' <=50K']\n", - "['28', ' Private', ' 194690', ' 7th-8th', ' 4', ' Separated', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 306678', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 217769', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 308945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 46699', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 377757', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 220993', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102147', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 113770', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 139012', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['45', ' Private', ' 148900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Federal-gov', ' 329426', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 181408', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 101950', ' Prof-school', ' 15', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 32537', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 209547', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202373', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 151476', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 174824', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 138768', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 143482', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 200190', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['38', ' Private', ' 168407', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 5721', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 148315', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 270517', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 53506', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 105693', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 189589', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 164574', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 185744', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 33155', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 215955', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 233571', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 211253', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 191385', ' Assoc-acdm', ' 12', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 137895', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' State-gov', ' 159699', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 295922', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 175856', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 216129', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 407669', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 214242', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 285457', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 124420', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 246386', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 142751', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 283635', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 322931', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 76482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 431745', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 141944', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 193042', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 67006', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 240398', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 182714', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['50', ' Federal-gov', ' 172046', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 185177', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 102858', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 42', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 84954', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 115895', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 184589', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 282611', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 218649', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 157541', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 145419', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 122616', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['53', ' Private', ' 204584', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 117210', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 69481', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 148492', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 106957', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 14344', ' 0', ' 40', ' Vietnam', ' >50K']\n", - "['32', ' Private', ' 29312', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['57', ' Private', ' 120302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 111916', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 182227', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 219110', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 200192', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['19', ' Private', ' 427862', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 33551', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 164043', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 116632', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 175133', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 289731', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 256362', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 282612', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 73679', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 237824', ' HS-grad', ' 9', ' Married-spouse-absent', ' Priv-house-serv', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 60', ' Jamaica', ' <=50K']\n", - "['36', ' Local-gov', ' 357720', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 155489', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' Poland', ' <=50K']\n", - "['44', ' Private', ' 138077', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 183479', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 103596', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 172304', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 313853', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['17', ' Private', ' 294485', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 637080', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 385959', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 116539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 129263', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 141253', ' 10th', ' 6', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 35626', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 94937', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 220269', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 169544', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 214604', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['27', ' Private', ' 81540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 24013', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['22', ' Private', ' 124940', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 313729', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 192237', ' 10th', ' 6', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 168524', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 113324', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['22', ' Private', ' 215477', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 199903', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 431861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 105938', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 1602', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 274679', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 177499', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 1590', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 206125', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 221740', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['58', ' Private', ' 202652', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 348960', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 171876', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 157932', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 201344', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 354739', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 36', ' Philippines', ' >50K']\n", - "['34', ' Private', ' 40067', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 326862', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 189762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' ?', ' 149049', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 226246', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['80', ' ?', ' 29020', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 10', ' United-States', ' >50K']\n", - "['23', ' Private', ' 38251', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 196385', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 217054', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 104973', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 238959', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 9562', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' State-gov', ' 34218', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 292962', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 235924', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 98656', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 102610', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 296466', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 323069', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 184756', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 233993', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 130724', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 181855', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 127543', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2414', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 187164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 113912', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 216479', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 135480', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 204160', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' State-gov', ' 114650', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 240172', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 184831', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 124590', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 120429', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 202033', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 156874', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 177727', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 334409', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 311255', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['23', ' Private', ' 214227', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 115849', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 671292', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['53', ' Private', ' 31460', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 141824', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 310152', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 179953', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 2597', ' 0', ' 31', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 137952', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['36', ' Private', ' 103323', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 174426', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 192779', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 2258', ' 38', ' United-States', ' >50K']\n", - "['32', ' Private', ' 169955', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' Puerto-Rico', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 48087', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 132601', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 253060', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 108435', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 210452', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 134181', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 45487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 183522', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 199303', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 83064', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 134997', ' Some-college', ' 10', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 44419', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 442612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 158092', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 374833', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 112650', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 183390', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 207418', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 335453', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 243660', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 54243', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 50385', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 187581', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['34', ' Private', ' 37380', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 247025', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 29231', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 101094', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 176716', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 118429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 221532', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' ?', ' 120572', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 124680', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 153160', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 114678', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 5455', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 142856', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 29702', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 277700', ' Preschool', ' 1', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 67433', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 121124', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 394447', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' >50K']\n", - "['36', ' Private', ' 79649', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 203763', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 229029', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 48', ' United-States', ' >50K']\n", - "['21', ' ?', ' 494638', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 162816', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 109117', ' Assoc-voc', ' 11', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 32732', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 217692', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 34590', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 276864', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 168625', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 91037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 171484', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 200453', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 36990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 198211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 30475', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 70995', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 99', ' United-States', ' >50K']\n", - "['28', ' Private', ' 245790', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 273324', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1721', ' 16', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 182687', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 247807', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 163113', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['50', ' Private', ' 180522', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 203353', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 87469', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 216563', ' 11th', ' 7', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 87372', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 72', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 173584', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 80282', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 319854', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['37', ' Federal-gov', ' 408229', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 431307', ' 10th', ' 6', ' Married-civ-spouse', ' Protective-serv', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 134088', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 246396', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 159255', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 106014', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186934', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 120130', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 203849', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 207940', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 302406', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 144594', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 171050', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 459007', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 372181', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 172034', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['41', ' Private', ' 156566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Self-emp-inc', ' 338320', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 353696', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' Canada', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 342907', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['69', ' Self-emp-inc', ' 169717', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 103762', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 47570', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 119432', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 144165', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 180647', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 312232', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' State-gov', ' 150488', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 200876', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 188199', ' 9th', ' 5', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 118793', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 204325', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 256671', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 231515', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 47', ' Cuba', ' <=50K']\n", - "['24', ' Private', ' 100669', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 88913', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 363219', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 291547', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 6', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 308945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 100316', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 296453', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 298834', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 188694', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 29240', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 186934', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Private', ' 154908', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 22201', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 216999', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['40', ' Private', ' 186916', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 116677', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 95763', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 266710', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 117849', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 242460', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 202729', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 181652', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 174760', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Farming-fishing', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 56121', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 390369', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 149726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 51262', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 190350', ' 12th', ' 8', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['53', ' Federal-gov', ' 205288', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 154835', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['45', ' Private', ' 89028', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 194630', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 212207', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 204788', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 158688', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 97723', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 193026', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 257250', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 355978', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 200574', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 376929', ' 5th-6th', ' 3', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['47', ' State-gov', ' 123219', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['41', ' Private', ' 82778', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 115882', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 103021', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 297767', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 259479', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 167787', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 40021', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 245275', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 37402', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 103608', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 137192', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['29', ' Private', ' 137618', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 41', ' United-States', ' >50K']\n", - "['42', ' Self-emp-inc', ' 96509', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Taiwan', ' <=50K']\n", - "['65', ' Private', ' 196174', ' 10th', ' 6', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 172612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 141186', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 228190', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 190290', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['38', ' Federal-gov', ' 307404', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 152436', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 182541', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 282153', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 41281', ' Bachelors', ' 13', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 162003', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['36', ' Private', ' 190759', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 208122', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 173832', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 129173', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 287548', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['41', ' Private', ' 216116', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 146706', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 285200', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 314375', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Private', ' 203943', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['18', ' ?', ' 274746', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 517000', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 66173', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 182823', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 159479', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 135568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 333676', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 201699', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 96020', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 176138', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 47496', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 187158', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 249727', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['76', ' Self-emp-not-inc', ' 237624', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 175254', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 42924', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 205950', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 111985', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 167476', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 221172', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' ?', ' 188711', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 199448', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 313038', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 148431', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 112432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 57914', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 145166', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 247119', ' 7th-8th', ' 4', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['53', ' Private', ' 196278', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 366531', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 216481', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 188027', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 66686', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 74775', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' Vietnam', ' <=50K']\n", - "['65', ' ?', ' 325537', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 250499', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 192869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 121352', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 70985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 123116', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 339163', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 124771', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 167531', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['90', ' ?', ' 77053', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 4356', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 199266', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 190728', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 99212', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 48', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 421446', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 215944', ' 9th', ' 5', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 72310', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 57512', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 89413', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 28151', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['90', ' Private', ' 46786', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 15', ' United-States', ' >50K']\n", - "['30', ' Private', ' 226943', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 182402', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 305352', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 189253', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['60', ' Private', ' 296485', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 204375', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 249585', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 148995', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['42', ' Self-emp-inc', ' 168071', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['53', ' Private', ' 194995', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Italy', ' <=50K']\n", - "['23', ' Private', ' 211049', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 196630', ' Assoc-voc', ' 11', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 50397', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 177905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 204374', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 60001', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['31', ' Private', ' 223046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 44921', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 154571', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 67136', ' Assoc-voc', ' 11', ' Separated', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 188675', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' >50K']\n", - "['20', ' Private', ' 390817', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['23', ' ?', ' 145964', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 30424', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 548361', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 189148', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 266707', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 18', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 311569', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 187653', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 235379', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 188615', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 322691', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 184698', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['50', ' Private', ' 144361', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 130057', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Self-emp-inc', ' 117963', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 123876', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 248445', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['32', ' Private', ' 207172', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 119904', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 55', ' United-States', ' >50K']\n", - "['62', ' Private', ' 134768', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 269168', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['56', ' Private', ' 132026', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 60722', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Japan', ' >50K']\n", - "['41', ' Private', ' 648223', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 298695', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 219835', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 313729', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 140644', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 203488', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 132341', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 161683', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 312771', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 258102', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 24127', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 254367', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['77', ' ?', ' 185426', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 152629', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 141058', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 233130', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 406641', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 119422', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 255486', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 161532', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 75759', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['18', ' Private', ' 163332', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 103802', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 1408', ' 40', ' ?', ' <=50K']\n", - "['50', ' Private', ' 34832', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 37933', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 165107', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 126011', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 56651', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 522881', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 191777', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' England', ' <=50K']\n", - "['27', ' Private', ' 132686', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 201112', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 174283', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 208591', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 126399', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 142073', ' HS-grad', ' 9', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 395567', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 180455', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 235853', ' 9th', ' 5', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 160731', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 31935', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 35166', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 161092', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 223019', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 179673', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 248895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 200323', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 230020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 134890', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 162096', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' China', ' <=50K']\n", - "['51', ' Private', ' 103824', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['34', ' State-gov', ' 61431', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 197319', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Private', ' 183618', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 268598', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Other', ' Male', ' 7298', ' 0', ' 50', ' Puerto-Rico', ' >50K']\n", - "['53', ' Private', ' 263729', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 39493', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 185360', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 132661', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 266400', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 433669', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 216473', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Self-emp-not-inc', ' 217404', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 227778', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' State-gov', ' 96262', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 247566', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 139616', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 73585', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 37869', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 165814', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 108913', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 34975', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 157078', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 232672', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 294295', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 130454', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 461678', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 252284', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 256737', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 96480', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['25', ' Private', ' 234263', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 109952', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 262570', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 65716', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' Private', ' 201732', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 174788', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 278924', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 101593', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['71', ' ?', ' 193863', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 16', ' Poland', ' <=50K']\n", - "['37', ' Private', ' 342768', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 242606', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 176727', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 99179', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 354104', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 61956', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 137917', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 224658', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 51100', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 224361', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 362912', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 218782', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 103389', ' Masters', ' 14', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 308944', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 140092', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 202210', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 416059', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 281030', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 94', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 169758', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 193666', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 55', ' United-States', ' >50K']\n", - "['41', ' Private', ' 139907', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-inc', ' 119422', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' India', ' <=50K']\n", - "['29', ' Private', ' 149324', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 259307', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 74160', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Private', ' 134797', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 41103', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 193026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 303986', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['35', ' Private', ' 126569', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 166461', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 61387', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 254746', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' ?', ' 28678', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 6', ' United-States', ' >50K']\n", - "['19', ' ?', ' 180976', ' 10th', ' 6', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 282642', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 2174', ' 40', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 136413', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 131463', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 177240', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 218490', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' El-Salvador', ' >50K']\n", - "['75', ' ?', ' 260543', ' 10th', ' 6', ' Widowed', ' ?', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 1', ' China', ' <=50K']\n", - "['21', ' ?', ' 80680', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 20728', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 117628', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 91939', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 1721', ' 30', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 175931', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 309566', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 123703', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 369678', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 29928', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 167868', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 235894', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 189888', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 111545', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 175972', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 254270', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 185057', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 157593', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 1455', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 101345', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 176751', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 97723', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 127601', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 227597', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 143995', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 250051', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 284078', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 207668', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 163787', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 119170', ' 11th', ' 7', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 188612', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' Nicaragua', ' <=50K']\n", - "['36', ' Private', ' 114605', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' ?', ' 317761', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 164197', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Private', ' 329266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 207383', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 123598', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['33', ' Private', ' 259931', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 134737', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 106900', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 87054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 82622', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 181659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 321205', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 4101', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 231348', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 276096', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 290560', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 307315', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 99156', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 237928', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 153501', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' ?', ' 149700', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['47', ' Private', ' 189680', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 374524', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 127805', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 150217', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' Poland', ' <=50K']\n", - "['33', ' Private', ' 295649', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['21', ' Private', ' 197182', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 241998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Federal-gov', ' 156410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Private', ' 473836', ' 7th-8th', ' 4', ' Widowed', ' Farming-fishing', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' Guatemala', ' <=50K']\n", - "['21', ' Private', ' 198431', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 113936', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 318915', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 175406', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['33', ' ?', ' 193172', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Own-child', ' White', ' Female', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Federal-gov', ' 320294', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 400285', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' ?', ' 283731', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 227154', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['49', ' Private', ' 298659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' Mexico', ' <=50K']\n", - "['47', ' Private', ' 212120', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 320510', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 175800', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 170169', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 344157', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 199441', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 225456', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 61178', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 175262', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' England', ' <=50K']\n", - "['42', ' Private', ' 152568', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 182108', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 27828', ' 0', ' 35', ' United-States', ' >50K']\n", - "['46', ' Private', ' 273771', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 208291', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 224358', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 55176', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 152711', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 68684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 185452', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 175232', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 173851', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 162327', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' ?', ' >50K']\n", - "['36', ' Local-gov', ' 51424', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 123416', ' 12th', ' 8', ' Separated', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 262656', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 233194', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 290660', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['22', ' Private', ' 151105', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 179117', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['72', ' ?', ' 33608', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 30', ' United-States', ' >50K']\n", - "['39', ' Private', ' 317434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 126569', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 745768', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 69927', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 302603', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 46788', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 289886', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 0', ' 1579', ' 40', ' Nicaragua', ' <=50K']\n", - "['45', ' Private', ' 179135', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 175873', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 57426', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 312206', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Without-pay', ' 344858', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 177035', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 88055', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 111095', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 192251', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 29807', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['26', ' Federal-gov', ' 211596', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 268276', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 181070', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['53', ' Local-gov', ' 20676', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 115803', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 124827', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 95336', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 257942', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 72593', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 147340', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 185325', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 357943', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 215395', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 1602', ' 10', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 30682', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 29591', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 215392', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 110554', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 133584', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['38', ' Private', ' 210438', ' 7th-8th', ' 4', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 256916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 73541', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 109952', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 197975', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 401723', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 179524', ' Bachelors', ' 13', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 296282', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 145844', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 191965', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 3908', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 96792', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 185041', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 55', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 233779', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 347834', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 215373', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 169426', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 202856', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 50276', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 187454', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 126098', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 250639', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 195366', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 186845', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['20', ' Federal-gov', ' 119156', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 162343', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['52', ' Private', ' 108435', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' Greece', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 394927', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 172281', ' Bachelors', ' 13', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 370767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 352005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Private', ' 165681', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 258819', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 130793', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 118909', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['44', ' Private', ' 202466', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 161558', ' 10th', ' 6', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 188246', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 160120', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['40', ' Private', ' 144594', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 123429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 340110', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 523067', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 3', ' El-Salvador', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 113513', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 186809', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 320421', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 295589', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 370548', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 120572', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 110977', ' Doctorate', ' 16', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 55860', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 158800', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 131568', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 173613', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 216867', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 104089', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 208106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['27', ' State-gov', ' 340269', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 236246', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 213408', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['40', ' ?', ' 84232', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 302945', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' Thailand', ' <=50K']\n", - "['69', ' ?', ' 28197', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 262749', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 198265', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 170871', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 177761', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 175689', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 14', ' Cuba', ' >50K']\n", - "['45', ' Private', ' 205100', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 77759', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 77905', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 193575', ' 11th', ' 7', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 116520', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 85154', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 24', ' Germany', ' <=50K']\n", - "['49', ' Private', ' 180532', ' Masters', ' 14', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 508891', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 211345', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 170877', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 97318', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 184105', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 150941', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 303942', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 273929', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 197077', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 162825', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 159869', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 158343', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['17', ' ?', ' 406920', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 227986', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 137527', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 180150', ' 12th', ' 8', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 239539', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['58', ' Private', ' 281792', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 224799', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 292639', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 10566', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 22313', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 194636', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 156089', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 193720', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 218667', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 358837', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 174685', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 168854', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 133696', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 350680', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['18', ' Private', ' 115215', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 152958', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['29', ' Private', ' 217200', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 235124', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' Dominican-Republic', ' <=50K']\n", - "['31', ' Local-gov', ' 144949', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 135470', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 281209', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155489', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 290306', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 182042', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 210008', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 234938', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 315423', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 30244', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 30008', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 201328', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 96468', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 486332', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 46162', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 98350', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Philippines', ' <=50K']\n", - "['45', ' Local-gov', ' 175958', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 119309', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 16', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 175935', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 46', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 204527', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 57827', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 418176', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 262744', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 177287', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 255004', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 183735', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 318644', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 132125', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['33', ' Private', ' 206051', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 99185', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['35', ' Private', ' 225750', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 245777', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 169092', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 211035', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['24', ' Private', ' 285432', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 154779', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 37237', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 417419', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 33975', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 42485', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 170017', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 152683', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 41721', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 66634', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 257216', ' Masters', ' 14', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 167882', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 179428', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 57512', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 301614', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 193820', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 222247', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-inc', ' 189092', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 217509', ' HS-grad', ' 9', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' Thailand', ' <=50K']\n", - "['35', ' Private', ' 308691', ' Masters', ' 14', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 169672', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 120914', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 370156', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 398220', ' 5th-6th', ' 3', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 208277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 337456', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 172666', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 32280', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 194901', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 57329', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' Japan', ' <=50K']\n", - "['32', ' Private', ' 173730', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 153312', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['23', ' Private', ' 274797', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 359249', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 152744', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['59', ' Private', ' 188041', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 97723', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 354529', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 249727', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 189590', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 298871', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 205296', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 303637', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' >50K']\n", - "['44', ' Private', ' 242861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 37599', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 199381', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 37', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 56328', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' >50K']\n", - "['20', ' Private', ' 256211', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['84', ' Local-gov', ' 163685', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 266084', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 161111', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 199031', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 1380', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 166634', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 204085', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 369527', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 464945', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 174684', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 166295', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 220511', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 246936', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 104509', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 266337', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 252168', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 92093', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 88055', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 129591', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 142719', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 264924', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 128796', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['38', ' Private', ' 115336', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 190333', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 179444', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 218676', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 148194', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 184833', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 280639', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 2329', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 217769', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 180553', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 56009', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 255334', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 328216', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 42', ' ?', ' >50K']\n", - "['29', ' Private', ' 349154', ' 10th', ' 6', ' Separated', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['40', ' Local-gov', ' 24763', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 41834', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['24', ' Private', ' 113466', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 130856', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 268797', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 202117', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 280146', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 70377', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 236696', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 222572', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 110702', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 2036', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 96129', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['27', ' Local-gov', ' 200492', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 193820', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 454508', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 220789', ' Bachelors', ' 13', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 101345', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' Canada', ' >50K']\n", - "['40', ' Private', ' 140559', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 64885', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['31', ' Private', ' 402361', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 143582', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 48', ' China', ' <=50K']\n", - "['49', ' Private', ' 185385', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 112706', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 130364', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 147428', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 205895', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 273569', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 153160', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 167918', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' India', ' <=50K']\n", - "['41', ' Private', ' 195661', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 146243', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 105428', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 149943', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['52', ' Local-gov', ' 246197', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 192563', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 244115', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 98587', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 145886', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 244315', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 192779', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 209464', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 25141', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 405793', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 53498', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 476653', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 162312', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 66', ' South', ' <=50K']\n", - "['37', ' Private', ' 277022', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 3887', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['41', ' State-gov', ' 109762', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 123031', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 48', ' Trinadad&Tobago', ' <=50K']\n", - "['46', ' Federal-gov', ' 119890', ' Assoc-voc', ' 11', ' Separated', ' Tech-support', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 409230', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 223308', ' Masters', ' 14', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 129150', ' 10th', ' 6', ' Separated', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 119199', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['42', ' Private', ' 46221', ' Doctorate', ' 16', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 60', ' ?', ' >50K']\n", - "['42', ' Local-gov', ' 351161', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 174533', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 324386', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 126568', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 275703', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 219611', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 2174', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 200471', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 155261', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['73', ' State-gov', ' 74040', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226296', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 211968', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 126446', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 262885', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 188069', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 113546', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 227070', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 136997', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 119006', ' HS-grad', ' 9', ' Widowed', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 212407', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 197810', ' Masters', ' 14', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 35309', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 28', ' ?', ' <=50K']\n", - "['39', ' Private', ' 141802', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 184513', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 124187', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 201743', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 156736', ' 10th', ' 6', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 47261', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 150693', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 233734', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' State-gov', ' 35969', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 159550', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 190823', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 213378', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 257500', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 488706', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 239405', ' 5th-6th', ' 3', ' Divorced', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['27', ' Federal-gov', ' 105189', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 4865', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' State-gov', ' 109735', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 172942', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 209899', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 8614', ' 0', ' 47', ' United-States', ' >50K']\n", - "['29', ' Self-emp-inc', ' 87745', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 187881', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 234125', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 272944', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 129232', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 100345', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 55', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 195835', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 251854', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 103474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 22042', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 343721', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 232368', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 174478', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 29', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 282023', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 274690', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 251675', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['32', ' ?', ' 647882', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['60', ' Private', ' 128367', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 3325', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 37380', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 173730', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 353824', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 225890', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 147147', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 233780', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 2202', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 394927', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['34', ' Local-gov', ' 188682', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 115209', ' Prof-school', ' 15', ' Married-spouse-absent', ' ?', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['41', ' Private', ' 277192', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 314182', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 220776', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 189269', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 35429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 154374', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 60', ' United-States', ' >50K']\n", - "['62', ' Private', ' 161460', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 251487', ' 7th-8th', ' 4', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 177531', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 53942', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 113481', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 361324', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 330087', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' Private', ' 276221', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 121055', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 118696', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 289741', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 238401', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 262038', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 26911', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 161155', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 252519', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' >50K']\n", - "['39', ' Private', ' 43712', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' ?', ' 167826', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 188900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 120057', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 134113', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 165822', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 99161', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 74581', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 304643', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 121821', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['25', ' Private', ' 154863', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 365430', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['29', ' Private', ' 183111', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 50178', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186845', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Private', ' 159908', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 162189', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 1831', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['29', ' Private', ' 128509', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' El-Salvador', ' <=50K']\n", - "['23', ' Private', ' 143032', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 382368', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 210013', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 293928', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 208503', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 191841', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 355978', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 35', ' United-States', ' >50K']\n", - "['64', ' Local-gov', ' 202738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 144322', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 155141', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 12', ' United-States', ' >50K']\n", - "['22', ' Private', ' 160120', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 190450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['37', ' Private', ' 212900', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 115677', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 252250', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 212041', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 198145', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['60', ' Local-gov', ' 113658', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 32426', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 98791', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 203828', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 186634', ' 12th', ' 8', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 125147', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 247455', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 42', ' United-States', ' >50K']\n", - "['19', ' Private', ' 97215', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 330826', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 200802', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 156266', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 72257', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 363087', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 25955', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 334633', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 109162', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 569761', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 209900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 272986', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 52267', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 82946', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 104651', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 58441', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 269733', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 128453', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 179468', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 183081', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 102938', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['30', ' ?', ' 157289', ' 11th', ' 7', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 359828', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['30', ' Private', ' 155659', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 585203', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['62', ' Private', ' 173601', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 214541', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 163352', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 153976', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 247676', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 5455', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 155372', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 329733', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 162576', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 176520', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 226885', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 120781', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 375827', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 205504', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 198813', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 254291', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' Private', ' 159908', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['49', ' Private', ' 40000', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 102874', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 117381', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 45', ' United-States', ' >50K']\n", - "['78', ' Private', ' 180239', ' Masters', ' 14', ' Widowed', ' Craft-repair', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['61', ' Private', ' 539563', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 261561', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 81057', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 160120', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['17', ' Private', ' 41979', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 275110', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['64', ' Private', ' 265661', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 193246', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' France', ' <=50K']\n", - "['32', ' Private', ' 236543', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 29510', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 105804', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 194604', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 1038553', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 209320', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 193231', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 307468', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 29', ' United-States', ' >50K']\n", - "['38', ' Private', ' 255941', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 107845', ' Assoc-acdm', ' 12', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 567788', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 91857', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 732569', ' 9th', ' 5', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 86613', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' El-Salvador', ' <=50K']\n", - "['46', ' Private', ' 35961', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Germany', ' <=50K']\n", - "['47', ' Private', ' 114754', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 235124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 218490', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' Private', ' 329426', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 181015', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 264740', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 381153', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 189759', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 230467', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 1092', ' 40', ' Germany', ' <=50K']\n", - "['36', ' Private', ' 218542', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 298507', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['78', ' Private', ' 111189', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Dominican-Republic', ' <=50K']\n", - "['24', ' Private', ' 168997', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 168894', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 149809', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 344073', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 416165', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 41490', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 40269', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' ?', ' 243256', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 250536', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 21', ' Haiti', ' <=50K']\n", - "['49', ' Federal-gov', ' 105586', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 51499', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 189878', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 179481', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 299765', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 155664', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['30', ' Private', ' 54608', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 174702', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 285020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 201145', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 125796', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' Jamaica', ' <=50K']\n", - "['55', ' Private', ' 249072', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 99156', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 94754', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['36', ' Private', ' 111128', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 157887', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 74194', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 168191', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 28334', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Private', ' 84278', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' ?', ' >50K']\n", - "['44', ' Private', ' 721161', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 188069', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 145178', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 52967', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 177578', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 185384', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 66008', ' HS-grad', ' 9', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' England', ' <=50K']\n", - "['59', ' Private', ' 329059', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 348802', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 34233', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 509629', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 27956', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 99', ' Philippines', ' <=50K']\n", - "['44', ' Local-gov', ' 83286', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 309098', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 188950', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 224217', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 222899', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 123306', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Federal-gov', ' 279337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 347166', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 251396', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Canada', ' >50K']\n", - "['17', ' Self-emp-inc', ' 143034', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 57635', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['35', ' Local-gov', ' 162651', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['63', ' Private', ' 28334', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 84570', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 181091', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Iran', ' >50K']\n", - "['51', ' Local-gov', ' 117496', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' State-gov', ' 216160', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Columbia', ' >50K']\n", - "['50', ' Self-emp-inc', ' 204447', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 374969', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 35015', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 179869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 137733', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 193125', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 103649', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 54260', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 2885', ' 0', ' 40', ' China', ' <=50K']\n", - "['29', ' Private', ' 197932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['37', ' Private', ' 249720', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 223613', ' 1st-4th', ' 2', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' Cuba', ' <=50K']\n", - "['24', ' Private', ' 259865', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 301694', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 276934', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['25', ' Private', ' 395512', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 168071', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 45317', ' Some-college', ' 10', ' Separated', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 311177', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 190636', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 1485', ' 60', ' United-States', ' >50K']\n", - "['59', ' Private', ' 221336', ' 10th', ' 6', ' Widowed', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['18', ' Private', ' 120691', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['28', ' Private', ' 107389', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 293440', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 145409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 213902', ' 5th-6th', ' 3', ' Never-married', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['63', ' Private', ' 100099', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 191856', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 233891', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 96073', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' England', ' >50K']\n", - "['35', ' Private', ' 474136', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 355856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Philippines', ' <=50K']\n", - "['20', ' ?', ' 144685', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 1602', ' 40', ' Taiwan', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 139212', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 143931', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 160703', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 191291', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 68729', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 119986', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['37', ' Private', ' 227545', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['36', ' Private', ' 32776', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 228881', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 84648', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['63', ' Federal-gov', ' 101996', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' ?', ' 68954', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 285060', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 41', ' United-States', ' >50K']\n", - "['55', ' Self-emp-inc', ' 209569', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 331126', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 279872', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 150560', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 185647', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 128871', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 386331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 117814', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 220609', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 117022', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 176751', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['68', ' ?', ' 76371', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 80410', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 127202', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 121471', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 219086', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 271571', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 241583', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 374253', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 214993', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 199995', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 450924', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 120359', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 93125', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 1424', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 187513', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 243569', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 295510', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 29732', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 211743', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 251396', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['64', ' Private', ' 477697', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 151584', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 193882', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' ?', ' 117542', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 1409', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 242460', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 411395', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 191025', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 154571', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' South', ' <=50K']\n", - "['31', ' Private', ' 208657', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 29599', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 423711', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 122000', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 148581', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 222978', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 149118', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 218407', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' Cuba', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 112200', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 10520', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 85604', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 111232', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 99199', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 199995', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['69', ' Private', ' 122850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 90557', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 271935', ' 11th', ' 7', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 361497', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 399020', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 345277', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' Federal-gov', ' 55233', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 200515', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 188119', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 176683', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 309178', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 40021', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 49923', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 36635', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 325706', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' India', ' >50K']\n", - "['33', ' Private', ' 124407', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 301568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' Private', ' 339956', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 176335', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 198452', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 213945', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' Iran', ' >50K']\n", - "['48', ' Private', ' 171807', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['25', ' Private', ' 362826', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 344329', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 137678', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 175424', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 73296', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 1831', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 137613', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 17', ' Taiwan', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 354405', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 130057', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 362883', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Private', ' 49017', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 149943', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 99185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 294708', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 228238', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 156819', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 332727', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 289944', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116103', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 914', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 24153', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 273425', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 231183', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 313930', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 114483', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 162108', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 168807', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 143828', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 9562', ' 0', ' 40', ' United-States', ' >50K']\n", - "['73', ' Private', ' 242769', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3471', ' 0', ' 40', ' England', ' <=50K']\n", - "['46', ' Local-gov', ' 111558', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 69770', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 291981', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 102460', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 151584', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 287320', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 115677', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 239632', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 409172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 186849', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 118861', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 48', ' Guatemala', ' <=50K']\n", - "['26', ' Private', ' 142689', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['41', ' State-gov', ' 170924', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 274451', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 153489', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186489', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 192409', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 337599', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 195545', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 61892', ' HS-grad', ' 9', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 175697', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 80303', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 419658', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 319163', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 126743', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 301568', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 120461', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 268145', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 257337', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 213354', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['25', ' Private', ' 303431', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 124963', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 158218', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 553473', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 46155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 138714', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['56', ' Private', ' 231781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 496414', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 19410', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 28471', ' 9th', ' 5', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 185821', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 272667', ' Assoc-acdm', ' 12', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 194031', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 144995', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 162494', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 171968', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 232569', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 161819', ' 11th', ' 7', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 123343', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 105449', ' Bachelors', ' 13', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 181717', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 102359', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 72887', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 154571', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['35', ' Private', ' 255191', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 174789', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 110402', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 208513', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 121904', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 34335', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 59380', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 135285', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2603', ' 32', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 126675', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 217363', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 91836', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 184813', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 178142', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 102359', ' 9th', ' 5', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 2231', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-inc', ' 281832', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['28', ' Private', ' 96226', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 195124', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['20', ' Private', ' 56322', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 97449', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 339773', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Federal-gov', ' 210926', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 199499', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 190729', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 191385', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 77', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 193479', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 225165', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 346766', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 152307', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 79990', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 170649', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 197207', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 229732', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 204402', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' >50K']\n", - "['36', ' Private', ' 181065', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 179579', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['50', ' Private', ' 237729', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 2444', ' 72', ' United-States', ' >50K']\n", - "['23', ' ?', ' 164574', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 179574', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' >50K']\n", - "['27', ' Private', ' 191782', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 146660', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 115945', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 210875', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 137898', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 216965', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 201554', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 57970', ' 7th-8th', ' 4', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 208378', ' 12th', ' 8', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 61343', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 283872', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 225603', ' 9th', ' 5', ' Divorced', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 401333', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 278228', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 145377', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 120238', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 187215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 36', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 144063', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 238721', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 164920', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 152493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 92968', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 136836', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 216453', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 349148', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 309620', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Taiwan', ' <=50K']\n", - "['22', ' State-gov', ' 347803', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 85995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 167428', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 164569', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 308279', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 56322', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 203015', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 211654', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Self-emp-inc', ' 120126', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 239043', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 179761', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 312017', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['51', ' Private', ' 257485', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 49243', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 229716', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 341672', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' India', ' <=50K']\n", - "['24', ' Private', ' 32311', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 275236', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 400356', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 184596', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 186909', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 1055', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 152420', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 261929', ' Doctorate', ' 16', ' Married-spouse-absent', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 25236', ' 0', ' 64', ' United-States', ' >50K']\n", - "['21', ' Private', ' 235442', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 161691', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 173945', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 355918', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['45', ' State-gov', ' 198660', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 122649', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 421967', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 259377', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 74305', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' Self-emp-not-inc', ' 34340', ' 7th-8th', ' 4', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 182752', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' Iran', ' <=50K']\n", - "['19', ' ?', ' 48393', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 34248', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 186677', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 167851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 146460', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 209650', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 132986', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 94429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 252406', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 174592', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 151322', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 37237', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['38', ' Private', ' 101192', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' ?', ' 152900', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 94081', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 329408', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 106028', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 164866', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 167793', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 138692', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 173968', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 228320', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 96585', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 156580', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['58', ' Private', ' 210673', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 137753', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 29865', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 196044', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 308995', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['59', ' Private', ' 159008', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 20', ' United-States', ' >50K']\n", - "['28', ' Private', ' 362491', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 94395', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 320047', ' 10th', ' 6', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 98535', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 183170', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 331511', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 195686', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 178244', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 127833', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 269722', ' Masters', ' 14', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 136819', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 205604', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 132078', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 234880', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 196816', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 237943', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['68', ' Self-emp-inc', ' 140852', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 105614', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 83492', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 225772', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 242713', ' 12th', ' 8', ' Separated', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 355865', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 173316', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 35662', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['17', ' Private', ' 297246', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 108945', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 112158', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 26', ' ?', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 57298', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 115323', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 7', ' ?', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 164582', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['56', ' Private', ' 295067', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 177265', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 336543', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 52870', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 316820', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 200153', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 453067', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 27166', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 299598', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 122048', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 345277', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 113147', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 34007', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 255014', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['34', ' Private', ' 152667', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 231053', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 103651', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-inc', ' 124137', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 198183', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 183627', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 48', ' Ireland', ' <=50K']\n", - "['19', ' Private', ' 466458', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 114396', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 186376', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 72', ' Philippines', ' >50K']\n", - "['32', ' Private', ' 290964', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Self-emp-not-inc', ' 282095', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 244974', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 114691', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 107160', ' 12th', ' 8', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 142573', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 203833', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 47791', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 133729', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 135339', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['54', ' Private', ' 135803', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 60', ' South', ' >50K']\n", - "['31', ' Private', ' 128591', ' 9th', ' 5', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 133853', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 137363', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 243569', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 119156', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 391114', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 252506', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 117503', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' Italy', ' <=50K']\n", - "['25', ' State-gov', ' 117833', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 294183', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 394927', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 259323', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 207988', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 96635', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 26', ' South', ' <=50K']\n", - "['27', ' Private', ' 192283', ' Assoc-voc', ' 11', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 214881', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 167474', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 110713', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 201204', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 197666', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 162002', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 263561', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2246', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 224799', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 89942', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 238685', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 38795', ' 9th', ' 5', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 90414', ' Bachelors', ' 13', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' Ireland', ' <=50K']\n", - "['21', ' Private', ' 190805', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 23780', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 285263', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 177331', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 347530', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 230039', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 625', ' 38', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 210547', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 204752', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 104001', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 253116', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 169037', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 202027', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 170099', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 212847', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 307392', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 233428', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 355728', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 45', ' England', ' <=50K']\n", - "['52', ' Private', ' 177995', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' Mexico', ' >50K']\n", - "['24', ' Private', ' 283613', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 184598', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 185647', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 192894', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 284706', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 179579', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 131679', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 132973', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 154713', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 121718', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['30', ' Private', ' 255279', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 202559', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' Philippines', ' <=50K']\n", - "['25', ' Private', ' 123095', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 153326', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 75695', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 206609', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 234780', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 178778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 171355', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' Federal-gov', ' 95680', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' >50K']\n", - "['39', ' Private', ' 196673', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 73670', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 52', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 139960', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 397280', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' ?', ' <=50K']\n", - "['27', ' Private', ' 60374', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 1594', ' 26', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 421561', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Private', ' 245196', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 27620', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 187570', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 102884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 228399', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 340234', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 176293', ' Some-college', ' 10', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 108435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 161187', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2463', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 278391', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 157941', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 182866', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 370888', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2964', ' 0', ' 6', ' Germany', ' <=50K']\n", - "['30', ' Private', ' 206512', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 357954', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' India', ' <=50K']\n", - "['28', ' Private', ' 189346', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 234652', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['25', ' Private', ' 113436', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 204145', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Private', ' 157305', ' Preschool', ' 1', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['26', ' Private', ' 104045', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 280422', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Peru', ' <=50K']\n", - "['64', ' Federal-gov', ' 173754', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 211154', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 321435', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 177083', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 178829', ' Masters', ' 14', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['35', ' Federal-gov', ' 287658', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 209894', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 334744', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 306967', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 52187', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 101978', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 483530', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 77357', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 149770', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 328606', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 14084', ' 0', ' 63', ' United-States', ' >50K']\n", - "['70', ' ?', ' 172652', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 188293', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 116608', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 348960', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['24', ' Private', ' 329530', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['47', ' Local-gov', ' 93476', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 195744', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 125833', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['18', ' State-gov', ' 191117', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 311020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 210464', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 135289', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['27', ' Private', ' 156266', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 154210', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 14', ' Puerto-Rico', ' <=50K']\n", - "['61', ' ?', ' 160625', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 15', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 331481', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 1669', ' 60', ' ?', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 249249', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 261725', ' 1st-4th', ' 2', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 239612', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 226696', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 190330', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 193755', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['73', ' Private', ' 192740', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 201924', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 77146', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 126414', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['27', ' Private', ' 43652', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 227244', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 160731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 287878', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 166758', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 183811', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 254818', ' Masters', ' 14', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['19', ' ?', ' 220517', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 295046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['65', ' Private', ' 190568', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 810', ' 36', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 211915', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 295621', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['32', ' Private', ' 204567', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 204235', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 186982', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 133586', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 165930', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 164898', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 278155', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 115705', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 150553', ' 9th', ' 5', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['29', ' Private', ' 185127', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 201595', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 165815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 96', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 102420', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['46', ' Local-gov', ' 344172', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' >50K']\n", - "['38', ' Private', ' 222450', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 212245', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 190625', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 203488', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 304260', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 243665', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 189238', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 77373', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 410351', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 36385', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['64', ' Private', ' 110150', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 198316', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 127772', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 199058', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 285730', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 334133', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 97030', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 67090', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 397963', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 594', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 182533', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['19', ' Private', ' 560804', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 365050', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 110200', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 150025', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['39', ' Private', ' 299828', ' 5th-6th', ' 3', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' Puerto-Rico', ' <=50K']\n", - "['28', ' Private', ' 109282', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 103435', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 34747', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 137522', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['39', ' Private', ' 286789', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 211032', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['67', ' ?', ' 192916', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3818', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 219318', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['50', ' Private', ' 112873', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 36069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 73434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['51', ' Private', ' 200576', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 172962', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 44006', ' Assoc-voc', ' 11', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 234474', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 212826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 234901', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 200700', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 41258', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 249644', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['60', ' ?', ' 230165', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 351731', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 114765', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 349884', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 204247', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 143392', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 37913', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['22', ' Self-emp-inc', ' 150683', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 207611', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 319666', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 155961', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 117833', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 447079', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-inc', ' 142404', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 155752', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 252292', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 111450', ' 12th', ' 8', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 528616', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['17', ' Self-emp-not-inc', ' 228786', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 80572', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 180271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 237819', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 157612', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 379062', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 191910', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 326064', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 6497', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 312353', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 213307', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 209057', ' Bachelors', ' 13', ' Married-spouse-absent', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 340148', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 154171', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 94064', ' Assoc-voc', ' 11', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 119098', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 388496', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' Puerto-Rico', ' >50K']\n", - "['49', ' Private', ' 181363', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' ?', ' 210031', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 206951', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 485496', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 210259', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 118551', ' 9th', ' 5', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 180911', ' 11th', ' 7', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 37', ' United-States', ' >50K']\n", - "['50', ' State-gov', ' 242517', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 298113', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 277783', ' Masters', ' 14', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 155862', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 171924', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 243900', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 231160', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 356882', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 49020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 105460', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' England', ' <=50K']\n", - "['56', ' Private', ' 157749', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 131568', ' 7th-8th', ' 4', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 332355', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 204501', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 305767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['31', ' Private', ' 129761', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 130126', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 102828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['18', ' Private', ' 160984', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 255282', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 1602', ' 48', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 346341', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 285897', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 356689', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 192386', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 394860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 113129', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 55929', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 177018', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 161141', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 309463', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 165468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 49218', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 119129', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2149', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 162130', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 67', ' United-States', ' >50K']\n", - "['39', ' Federal-gov', ' 129573', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 306850', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 135296', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 2258', ' 45', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 187322', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 55674', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 2907', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 148298', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 34845', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 200733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 191858', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 425528', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 44780', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 20', ' United-States', ' >50K']\n", - "['33', ' Private', ' 125856', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 100508', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 148294', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 39324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 147397', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 24728', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 177616', ' 5th-6th', ' 3', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 163826', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 199947', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 386949', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 116133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 196307', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 177181', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 324854', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 188505', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 502316', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 26892', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 102058', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 167728', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' Local-gov', ' 233681', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 26756', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 101890', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 192337', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['47', ' Private', ' 340982', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 3103', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['49', ' State-gov', ' 102308', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['19', ' Private', ' 84747', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 197752', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 185336', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 289984', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 125417', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['19', ' Private', ' 278480', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 146412', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 193042', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 53956', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 56', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 175491', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 50', ' Ecuador', ' >50K']\n", - "['78', ' ?', ' 33186', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 144154', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 194901', ' Prof-school', ' 15', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 335777', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 139268', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 33887', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 283613', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 141245', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['49', ' Private', ' 298130', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 186096', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['77', ' Private', ' 187656', ' Some-college', ' 10', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 102308', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['41', ' Private', ' 124639', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 388112', ' 1st-4th', ' 2', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 77', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 109952', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 164529', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 247750', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 103588', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 248919', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 178551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 136137', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 55377', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 177728', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 243580', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 188535', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 63910', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 219535', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 180609', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 59313', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['70', ' Private', ' 170428', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' Puerto-Rico', ' <=50K']\n", - "['51', ' Private', ' 102615', ' Masters', ' 14', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['66', ' Private', ' 193132', ' 9th', ' 5', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 124137', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 136629', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 148995', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' ?', ' 203076', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 63424', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 241895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 266973', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 188048', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 366929', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 214129', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 250818', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 240979', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 98283', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['26', ' Private', ' 104746', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 103710', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 159580', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 117409', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 140001', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 31650', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 80771', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 66278', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 107801', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 1617', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 206609', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 282461', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 188246', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 279763', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 467799', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 137674', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 158284', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 204219', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' State-gov', ' 210498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 63526', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Federal-gov', ' 216924', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 372559', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 199114', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 168539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 189911', ' 11th', ' 7', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Local-gov', ' 61958', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 1424', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 68898', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 2444', ' 39', ' United-States', ' >50K']\n", - "['42', ' Private', ' 204450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 311350', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 113750', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 359591', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 132879', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 301199', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 267540', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 185407', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' Poland', ' >50K']\n", - "['48', ' Self-emp-inc', ' 191277', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 78980', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 241463', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 65', ' United-States', ' >50K']\n", - "['47', ' Private', ' 216999', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 120508', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' Germany', ' <=50K']\n", - "['33', ' Private', ' 122612', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Thailand', ' <=50K']\n", - "['20', ' Private', ' 94057', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 197558', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 351869', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 45', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 121761', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['36', ' Federal-gov', ' 184556', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 268281', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 235646', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 186909', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 35783', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 188861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 363591', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 469921', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 51150', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 174325', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 347530', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 72351', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 185129', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' ?', ' >50K']\n", - "['36', ' Private', ' 188571', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 255252', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 291951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 223046', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 37937', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 295127', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 183801', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 116218', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 143069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 235951', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 112840', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' Local-gov', ' 146454', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1648', ' 4', ' Greece', ' <=50K']\n", - "['52', ' Federal-gov', ' 43705', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 122283', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 40', ' India', ' >50K']\n", - "['18', ' Private', ' 376647', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 101299', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 96798', ' 5th-6th', ' 3', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 194654', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 206889', ' Assoc-acdm', ' 12', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 226902', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 150755', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200679', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 183678', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 33138', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 57071', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 35303', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 30', ' United-States', ' >50K']\n", - "['37', ' Private', ' 188576', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['33', ' Private', ' 169496', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 58124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 356344', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 444134', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 340117', ' 11th', ' 7', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 219619', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 334585', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 331046', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 443179', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 239529', ' 11th', ' 7', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 3674', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 100345', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 205653', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 112383', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 21626', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 2202', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 135568', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 190532', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 266598', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 116608', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 353263', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' State-gov', ' 157617', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 21698', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 77143', ' 12th', ' 8', ' Separated', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' State-gov', ' 342852', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 176602', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 146343', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 146645', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 221966', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 2202', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 215546', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 173020', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 247734', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 252202', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 497300', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 426431', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 162410', ' Some-college', ' 10', ' Widowed', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['77', ' ?', ' 143516', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' >50K']\n", - "['25', ' Private', ' 190350', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 194504', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 110884', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 187652', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 81400', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' El-Salvador', ' <=50K']\n", - "['70', ' ?', ' 97831', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 180920', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 189186', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 144172', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 607848', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 207301', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 293073', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 210452', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 41400', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 164170', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' Philippines', ' <=50K']\n", - "['48', ' Private', ' 112906', ' Masters', ' 14', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 126268', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 208311', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 20', ' United-States', ' >50K']\n", - "['61', ' Private', ' 28291', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 82', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 121998', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Federal-gov', ' 31621', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 108386', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 134727', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 208391', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 112271', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 173350', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 243190', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' India', ' >50K']\n", - "['55', ' Private', ' 185436', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['36', ' Private', ' 290409', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 80058', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 370045', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 36936', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 231180', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 119793', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 102178', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 135039', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 317780', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 232840', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 33975', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 256997', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 298301', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 310380', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 182100', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 501172', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' State-gov', ' 143939', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 85088', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 282313', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 230054', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' Private', ' 236338', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 321943', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Federal-gov', ' 218782', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 191385', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 185497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 70', ' ?', ' <=50K']\n", - "['28', ' Private', ' 126129', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 199268', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 255693', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 203488', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 203233', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 203836', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 187847', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 116358', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 198660', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 72', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 89636', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 60', ' South', ' <=50K']\n", - "['49', ' Private', ' 120629', ' Some-college', ' 10', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 150226', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 137898', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 146574', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 88725', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 142022', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 284898', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 212448', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 203039', ' 9th', ' 5', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 227489', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['19', ' Private', ' 105289', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 223745', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 242994', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 196385', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['76', ' Private', ' 116202', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 140045', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 133503', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 226585', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['24', ' Private', ' 85041', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 162442', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['67', ' Private', ' 279980', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 10', ' United-States', ' >50K']\n", - "['24', ' Private', ' 216563', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 231964', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 263855', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 124915', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 178312', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 215862', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' State-gov', ' 39236', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 349910', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 75839', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 176711', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 266525', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' Black', ' Female', ' 594', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 34307', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 331776', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 111469', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 198965', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 288185', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 198050', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 242580', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 11678', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 173128', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 87905', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 173704', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Federal-gov', ' 93225', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 323269', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 158046', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 133503', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 172296', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 201105', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 176486', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 182750', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 82497', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 208872', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 145269', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 19214', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 149347', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 53850', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 158294', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 152073', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 189623', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 341368', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 201603', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 270572', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 285295', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['17', ' Private', ' 126779', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 202874', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['27', ' Private', ' 373499', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' El-Salvador', ' <=50K']\n", - "['22', ' Private', ' 244773', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 96862', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 162632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 159755', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['27', ' Private', ' 37088', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 335421', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Never-worked', ' 188535', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 349365', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 33002', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 330715', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 146857', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['35', ' Private', ' 275522', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 43646', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 154548', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 47907', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 238397', ' Bachelors', ' 13', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 195949', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['22', ' ?', ' 354351', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 349169', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['25', ' Private', ' 158662', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 23438', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 107302', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 174196', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 226871', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 124971', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 214061', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 441700', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 104892', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['34', ' Private', ' 234386', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 188278', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 244395', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 30916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 219565', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 377486', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 137232', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 233369', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 71067', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 195176', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 98639', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 183778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 123011', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2559', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 164938', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 4416', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 147471', ' HS-grad', ' 9', ' Divorced', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 206046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 81497', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 189225', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 141264', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 97939', ' Assoc-acdm', ' 12', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 160829', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['25', ' Private', ' 483822', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['48', ' State-gov', ' 148738', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 289982', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 58702', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 146706', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 420973', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 124959', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 121471', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 198237', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 280758', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 191544', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 261023', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 231043', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 340917', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 167140', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 370795', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 209609', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 209454', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 78530', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 88922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 86972', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 165468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 134367', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['47', ' Private', ' 199058', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 183612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 191982', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 514033', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 172364', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 190105', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 119422', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 236592', ' 12th', ' 8', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Italy', ' <=50K']\n", - "['53', ' State-gov', ' 43952', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 38', ' United-States', ' >50K']\n", - "['43', ' Private', ' 194636', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['23', ' Private', ' 235853', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 150528', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 213722', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 41432', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 285775', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 470663', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 114520', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 113466', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 224559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 186385', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 167094', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 216508', ' 12th', ' 8', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 384236', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 181265', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 190997', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 98287', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 103456', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 184723', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 1980', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 165622', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 101597', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 146378', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 152163', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 106812', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 148211', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 3674', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 187581', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 135296', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Local-gov', ' 144515', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1258', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 210736', ' 10th', ' 6', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 210165', ' 9th', ' 5', ' Married-spouse-absent', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 224584', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 80771', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 164733', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 119411', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['68', ' Local-gov', ' 177596', ' 10th', ' 6', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 396116', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 185251', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 173590', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 196307', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 293091', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 175232', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 51047', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 334618', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 152795', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 205601', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['52', ' Private', ' 129177', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 2824', ' 20', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 121548', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 244566', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 75073', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 179008', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 170800', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 373344', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 127961', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 99392', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 392812', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['29', ' Private', ' 262478', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 32825', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 167380', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 203204', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['35', ' Federal-gov', ' 105138', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 145714', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 25', ' United-States', ' >50K']\n", - "['24', ' Private', ' 182276', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 275385', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 292472', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' Self-emp-not-inc', ' 73514', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 199600', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 111499', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 99', ' United-States', ' >50K']\n", - "['25', ' Private', ' 202560', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 99309', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 124987', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 287986', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 119411', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 198668', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 117583', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 234664', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 114357', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 176949', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 189710', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['65', ' Private', ' 205309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 195576', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 216825', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['23', ' ?', ' 329174', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 197036', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 181291', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 206512', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 38309', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 312766', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 139671', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['66', ' Federal-gov', ' 38621', ' Assoc-voc', ' 11', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 3273', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 124827', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 77820', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Federal-gov', ' 56904', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 190115', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 106682', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 42596', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 143058', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['53', ' Private', ' 102615', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['54', ' Private', ' 139703', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' Germany', ' >50K']\n", - "['43', ' Private', ' 240124', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 132565', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 323798', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 96359', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' >50K']\n", - "['20', ' Private', ' 165201', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 165630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 264526', ' Assoc-acdm', ' 12', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 102359', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 37359', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['61', ' ?', ' 232618', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 115497', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 157747', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 41099', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 472604', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 348618', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Transport-moving', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 20', ' El-Salvador', ' <=50K']\n", - "['43', ' Private', ' 135606', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 248445', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 112093', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 197552', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 303822', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 288566', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 487411', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 43348', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['39', ' State-gov', ' 239409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 337606', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 32528', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 974', ' 40', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 118447', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 234690', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 141003', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 216042', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 1617', ' 72', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 190482', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 381965', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 186943', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 142707', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 53447', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 127772', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 344414', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 194138', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 558183', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 150154', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 306114', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 177121', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 368797', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 175715', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 416829', ' 11th', ' 7', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 350001', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 339952', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 114967', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 164190', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 38', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 166039', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 250135', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 234960', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 48', ' United-States', ' >50K']\n", - "['29', ' Private', ' 103628', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 430005', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 106517', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 162236', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 92430', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 40641', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 169388', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 410034', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 237525', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 65', ' United-States', ' >50K']\n", - "['35', ' Private', ' 150057', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 148549', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 75742', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 177675', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['49', ' Local-gov', ' 193249', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 266072', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' El-Salvador', ' <=50K']\n", - "['28', ' ?', ' 80165', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 339324', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 111238', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 284086', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 206051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 426263', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 102583', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 44', ' United-States', ' >50K']\n", - "['40', ' Private', ' 277647', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 124808', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' Germany', ' >50K']\n", - "['47', ' Private', ' 193061', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 121411', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 89202', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 232900', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 319280', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['79', ' ?', ' 165209', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 193494', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 195066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 99146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 92028', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 174419', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 57916', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 383384', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 198223', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['20', ' Private', ' 109813', ' 11th', ' 7', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 174298', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 45687', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 4787', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 263614', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 96128', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 220262', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 35340', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 280483', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 254211', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 351324', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 58602', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 64922', ' Bachelors', ' 13', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' England', ' <=50K']\n", - "['41', ' Federal-gov', ' 185616', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 185832', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['24', ' Private', ' 254767', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2105', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 32312', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 109421', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 183205', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 156897', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 2258', ' 42', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 145886', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 29819', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 244566', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253801', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['22', ' Private', ' 181313', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 150566', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 237713', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 112137', ' Preschool', ' 1', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 4508', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['48', ' Local-gov', ' 187969', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 224108', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 174754', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 219705', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 167062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 190325', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 108859', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 344351', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 153127', ' Some-college', ' 10', ' Widowed', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 180881', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 183066', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 339002', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 185480', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['20', ' Private', ' 172047', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 94600', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 302604', ' Some-college', ' 10', ' Separated', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 248094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 36467', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 53181', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' Private', ' 181032', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 248990', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 40512', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 3674', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 117381', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['18', ' ?', ' 173125', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 316663', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 154966', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['24', ' Private', ' 198259', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 167939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 131275', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 236523', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 272950', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 174503', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 116800', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 110713', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 202044', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 300528', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 54985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 133126', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 74593', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 302424', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 344492', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 349148', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 222221', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 42', ' United-States', ' >50K']\n", - "['45', ' Private', ' 234699', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Local-gov', ' 243178', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 189728', ' HS-grad', ' 9', ' Separated', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 318593', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 108681', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 187376', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 75409', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 172581', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 266150', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 271092', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['50', ' Private', ' 135643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['59', ' Private', ' 46466', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 130652', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 114459', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' ?', ' 109832', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 30', ' Canada', ' >50K']\n", - "['45', ' Private', ' 195554', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['17', ' Private', ' 244589', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 271901', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['73', ' Private', ' 139978', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 180446', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 178724', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 341643', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 289653', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' Self-emp-inc', ' 118725', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 20051', ' 0', ' 72', ' United-States', ' >50K']\n", - "['26', ' Private', ' 187891', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 116338', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 102771', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 89652', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 4787', ' 0', ' 24', ' United-States', ' >50K']\n", - "['54', ' Federal-gov', ' 439608', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 330144', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 251905', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 218955', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 188972', ' Doctorate', ' 16', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' Canada', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 25825', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 202046', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 116104', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' Germany', ' <=50K']\n", - "['20', ' Private', ' 194891', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 125550', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 35', ' United-States', ' >50K']\n", - "['66', ' Private', ' 116468', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 2936', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 285131', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 409201', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 379819', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 10566', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 97167', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 244803', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 115851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 118058', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 258589', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 158810', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 92431', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 2231', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 165695', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 97281', ' Some-college', ' 10', ' Separated', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 244147', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 50', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 253741', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1825', ' 10', ' United-States', ' >50K']\n", - "['23', ' Private', ' 170482', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 241001', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 165001', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 297117', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 340260', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 96480', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 185177', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['84', ' Self-emp-inc', ' 172907', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 308874', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 54098', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 288608', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 254148', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 111128', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 171116', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 96062', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 48', ' United-States', ' >50K']\n", - "['27', ' Federal-gov', ' 276776', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 152878', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 149211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 58343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 127601', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 357781', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 137367', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 44', ' Philippines', ' <=50K']\n", - "['34', ' Private', ' 110978', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 34503', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 84119', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 223515', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 372525', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 116365', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 111268', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 225599', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 40', ' India', ' >50K']\n", - "['78', ' ?', ' 83511', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 199596', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 301867', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 191983', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 105803', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 456236', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 116255', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 235109', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 91716', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 121102', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 2001', ' 30', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 235781', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['40', ' Private', ' 136986', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 33658', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 53878', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 200928', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 173736', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 214385', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 102509', ' 10th', ' 6', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 173047', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 213', ' 40', ' Philippines', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 241297', ' Some-college', ' 10', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 329054', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 274158', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 241153', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 200117', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1887', ' 50', ' ?', ' >50K']\n", - "['45', ' Private', ' 229516', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 72', ' Mexico', ' <=50K']\n", - "['62', ' ?', ' 250091', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 247075', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 315524', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' Dominican-Republic', ' <=50K']\n", - "['23', ' Private', ' 126945', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 29874', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 115579', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 29580', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 30', ' United-States', ' >50K']\n", - "['44', ' Private', ' 56483', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 89852', ' 1st-4th', ' 2', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['24', ' Private', ' 420779', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 255474', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 241444', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 50', ' Puerto-Rico', ' <=50K']\n", - "['43', ' Private', ' 85995', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 116986', ' 12th', ' 8', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 217962', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['36', ' Private', ' 20507', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 184099', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 117816', ' 7th-8th', ' 4', ' Divorced', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 263899', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' Haiti', ' <=50K']\n", - "['26', ' Private', ' 45869', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 186539', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 326310', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 84564', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 247294', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 72793', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 261375', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 77905', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 66838', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['63', ' State-gov', ' 194682', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['66', ' Private', ' 180211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' Philippines', ' <=50K']\n", - "['65', ' ?', ' 79272', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 101198', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 80574', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 198663', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 160340', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 205860', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 1735', ' 40', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 69579', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 379242', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 113323', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3818', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 312477', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 259505', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 171335', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' ?', ' 541282', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 155970', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 99682', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 52', ' Canada', ' >50K']\n", - "['23', ' Private', ' 117789', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 296158', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 78859', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 188070', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['50', ' Private', ' 189811', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 518030', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 1590', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['32', ' Private', ' 360593', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 145504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 459248', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 288419', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' State-gov', ' 126094', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 209483', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 32239', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 210355', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 84547', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' ?', ' 260579', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 105585', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 132320', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 129172', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 222374', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 201498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 251675', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 50', ' Cuba', ' >50K']\n", - "['41', ' Private', ' 114157', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 148121', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['73', ' ?', ' 84053', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 96480', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 179423', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 123329', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 134130', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 188644', ' Preschool', ' 1', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 226388', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 209205', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 209808', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 47', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 56236', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 2202', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 28648', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 34996', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 281422', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 214716', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 314177', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 112310', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 203783', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 205499', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 145441', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['44', ' Private', ' 155701', ' 7th-8th', ' 4', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' Peru', ' <=50K']\n", - "['37', ' State-gov', ' 186934', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Federal-gov', ' 209433', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 80933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 102607', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 254809', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 1594', ' 32', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 102942', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 175057', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 68781', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 108594', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 98283', ' Prof-school', ' 15', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 1564', ' 40', ' India', ' >50K']\n", - "['39', ' Private', ' 56269', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 152503', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 206951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 82393', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Philippines', ' <=50K']\n", - "['37', ' Private', ' 167396', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 123397', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 147653', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 118652', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 114401', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1504', ' 19', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 186272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 182689', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 231016', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 60949', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 129513', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 84306', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 117507', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 88050', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 305498', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 295308', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 114459', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 176017', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 248445', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 214542', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 384508', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Federal-gov', ' 403489', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Private', ' 143953', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 254904', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 98995', ' 10th', ' 6', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 237078', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 193995', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 205829', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 205852', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 37072', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 275338', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 1151', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 122353', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 100009', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 37030', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 135056', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 135162', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['29', ' Private', ' 280618', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 226717', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 173938', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 291355', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 160155', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 29762', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 82473', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 172071', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 38', ' Jamaica', ' <=50K']\n", - "['29', ' Private', ' 166210', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 330263', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 247043', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Federal-gov', ' 155238', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 130557', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 56986', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 220692', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 121650', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 174603', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 341846', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 99339', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 880', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 34437', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 141058', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 62', ' Mexico', ' <=50K']\n", - "['49', ' Private', ' 192323', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 117674', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['39', ' Private', ' 28572', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 120277', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 164309', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 102771', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 147951', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 188409', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 173888', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['25', ' Private', ' 247006', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 82889', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 259363', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' Federal-gov', ' 159165', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 112062', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 299050', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 186452', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 548580', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['25', ' Private', ' 234057', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 241350', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 108196', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 2993', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 278322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 157443', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 27', ' Taiwan', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 37618', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 238582', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 28887', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 77820', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 110946', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 230420', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 206521', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 156877', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 283227', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 141957', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 58337', ' 10th', ' 6', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['73', ' Local-gov', ' 161027', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 31670', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 205844', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 46144', ' HS-grad', ' 9', ' Married-AF-spouse', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 168055', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 98350', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['69', ' ?', ' 182668', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 208613', ' Prof-school', ' 15', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 334522', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 187686', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 365916', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 190719', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 218184', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['30', ' Private', ' 222162', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 148524', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2057', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 267085', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 307555', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 229180', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['22', ' Private', ' 279041', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 312017', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 54782', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 42', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 70697', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 263970', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 188774', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 302770', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 183639', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 97', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 178551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 175343', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 190078', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 117627', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 108419', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 183701', ' 10th', ' 6', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 208406', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 148884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 87285', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 199058', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 173628', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Private', ' 370837', ' Bachelors', ' 13', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 179484', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 342769', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 65145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 150533', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 272182', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 403467', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 252168', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 80430', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 189623', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 115806', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 2547', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 28357', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 226084', ' HS-grad', ' 9', ' Widowed', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 150817', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 190911', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 120126', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 255559', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['79', ' ?', ' 142370', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 173679', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 35854', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 82161', ' 10th', ' 6', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 129845', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 226505', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['47', ' Private', ' 151584', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 136419', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 66460', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 379940', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 102936', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 205309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 156890', ' 10th', ' 6', ' Divorced', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 208711', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 137547', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 220168', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 25', ' Jamaica', ' <=50K']\n", - "['47', ' Local-gov', ' 37672', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 196643', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 355686', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 197484', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 115023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 234824', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 361497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['29', ' Private', ' 351871', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 324231', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 123490', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 188245', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 50349', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 47176', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 290661', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 221172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 188950', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 356882', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 150533', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 167149', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 301835', ' 5th-6th', ' 3', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 313729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 130957', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 197732', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 250541', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 218785', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 232512', ' HS-grad', ' 9', ' Separated', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 194630', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 38721', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 201519', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 279337', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['41', ' ?', ' 27187', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 12', ' United-States', ' >50K']\n", - "['31', ' Private', ' 87560', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 100820', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2489', ' 15', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 208431', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 143822', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 163205', ' Some-college', ' 10', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 171924', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' State-gov', ' 137616', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 156516', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 2377', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 119101', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 117556', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 147863', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 5013', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 24504', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 157624', ' HS-grad', ' 9', ' Separated', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 181721', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 55363', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' Private', ' 92865', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 258633', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['52', ' Federal-gov', ' 221532', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 183224', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['30', ' Private', ' 381153', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 300871', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 33710', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 158333', ' 5th-6th', ' 3', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['36', ' Private', ' 288103', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 108907', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 358533', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 126613', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 164190', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 52', ' United-States', ' >50K']\n", - "['38', ' Private', ' 199816', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 98228', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 129060', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 22245', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 226918', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 398652', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Private', ' 268840', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['35', ' ?', ' 103710', ' Bachelors', ' 13', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' ?', ' <=50K']\n", - "['59', ' Private', ' 91384', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' Private', ' 174767', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Self-emp-inc', ' 126675', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' Private', ' 82285', ' Bachelors', ' 13', ' Married-spouse-absent', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['51', ' Private', ' 177727', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 345236', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 347692', ' 11th', ' 7', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 156000', ' 10th', ' 6', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 228806', ' 9th', ' 5', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 184428', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 102938', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 161063', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253752', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 274800', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 129804', ' 9th', ' 5', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['22', ' Federal-gov', ' 65547', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 107658', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 161097', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 118376', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 131224', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 120985', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 215392', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 63685', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Cambodia', ' <=50K']\n", - "['48', ' Private', ' 131826', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 211440', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 31023', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 145439', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 4064', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 255161', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 411950', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 275818', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 318082', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 287988', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 138342', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['42', ' Federal-gov', ' 115932', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 60358', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 140117', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 158040', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 321990', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' ?', ' >50K']\n", - "['29', ' Private', ' 232784', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 349368', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 325573', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 140176', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 128478', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' ?', ' 318264', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 147989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['45', ' Federal-gov', ' 155659', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 288433', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 329205', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 171373', ' 11th', ' 7', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 228860', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 196116', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 2174', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 47771', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 201680', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 337378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 246449', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 227714', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 177285', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 71701', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['49', ' Private', ' 30219', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1669', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 280167', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-inc', ' 27408', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 167031', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['41', ' Private', ' 173682', ' Masters', ' 14', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 278557', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 113688', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 252986', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 33669', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 100776', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 177457', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 312767', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 43354', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Self-emp-inc', ' 375422', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 263568', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['67', ' ?', ' 74335', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' Germany', ' <=50K']\n", - "['26', ' Private', ' 302097', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 248010', ' Bachelors', ' 13', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' ?', ' 87369', ' 9th', ' 5', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 405577', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 167065', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 102476', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 526528', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 3887', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 175878', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 213894', ' 11th', ' 7', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 150262', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 75363', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 272671', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 411007', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 15831', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 222434', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 180246', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 171236', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 367037', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 304651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['62', ' Private', ' 97017', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 146879', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 320818', ' Some-college', ' 10', ' Married-spouse-absent', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 84735', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['49', ' Private', ' 184428', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 326886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' ?', ' 169624', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 212102', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 175837', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['50', ' Private', ' 177487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 286750', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 171424', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 194981', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 199362', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 204226', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 72506', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 61040', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 36', ' United-States', ' >50K']\n", - "['37', ' Federal-gov', ' 194630', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 391867', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 94080', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 289405', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 170130', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 158118', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1719', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 447739', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['90', ' ?', ' 39824', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 401', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 312500', ' 5th-6th', ' 3', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 223342', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 1504', ' 35', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 293385', ' Preschool', ' 1', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 106377', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 66118', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 274883', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 123773', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 70655', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 177426', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 200374', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['19', ' State-gov', ' 159269', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 235894', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 97723', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 167309', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 98106', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 22201', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['45', ' Private', ' 108993', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 265954', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 100960', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 170092', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 326156', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 216932', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Private', ' 36956', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 214014', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 99872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['61', ' State-gov', ' 151459', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 161662', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['56', ' Private', ' 367200', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 86648', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 168539', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 140741', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 197651', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 123053', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Japan', ' >50K']\n", - "['23', ' Private', ' 330571', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 204235', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 346766', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 257250', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 163396', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' ?', ' 135839', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 1086', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 36251', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 149102', ' HS-grad', ' 9', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 60', ' Poland', ' <=50K']\n", - "['61', ' ?', ' 222395', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 29152', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 79303', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 272338', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 200497', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 148392', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 164243', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 129298', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 174981', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 47', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 328610', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 77774', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 134069', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 209214', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 4386', ' 0', ' 35', ' United-States', ' >50K']\n", - "['29', ' Private', ' 153805', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['27', ' Private', ' 168827', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 373432', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 57600', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 302847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 227594', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 44777', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 133963', ' HS-grad', ' 9', ' Widowed', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 279615', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 276133', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 136314', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 204410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 44', ' United-States', ' >50K']\n", - "['59', ' Self-emp-inc', ' 223215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 184625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-inc', ' 265917', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 158647', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 22055', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 176716', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 270721', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 100321', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 79050', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 42703', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 116952', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 331643', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 207937', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1092', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 223486', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 7', ' England', ' <=50K']\n", - "['33', ' Private', ' 340332', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 184813', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 32185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 197886', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' State-gov', ' 248374', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 382499', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 108320', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 5455', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 161386', ' 9th', ' 5', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 110172', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 144032', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 224426', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 230408', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 20795', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 174714', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 398626', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 25236', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 149531', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 34113', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 323790', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 331381', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 160647', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Ireland', ' >50K']\n", - "['34', ' Private', ' 339142', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 164857', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 267859', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 167725', ' Bachelors', ' 13', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 84', ' India', ' <=50K']\n", - "['49', ' Federal-gov', ' 586657', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 105907', ' 1st-4th', ' 2', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 200677', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 193882', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 138026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 122385', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 49020', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 283715', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 286406', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 166416', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 156334', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 45607', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 112362', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 200419', ' Assoc-acdm', ' 12', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 341638', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' ?', ' 34161', ' 12th', ' 8', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 127151', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['52', ' Private', ' 321959', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 35211', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 214935', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 132130', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 222247', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 165799', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 257874', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 357173', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 305739', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 172047', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 110677', ' Some-college', ' 10', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 405684', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['60', ' Private', ' 82388', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 289230', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['26', ' Private', ' 101812', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 5721', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 336509', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 383402', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 328216', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 280362', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 212064', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 7443', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 173704', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 433375', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 106551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 22418', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 54816', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 358199', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 190044', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 97698', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 53366', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 236136', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 326232', ' 7th-8th', ' 4', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 581071', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['40', ' Private', ' 220589', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 161463', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 95255', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 223267', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 236769', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' England', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 229498', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['43', ' Private', ' 177083', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 287681', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['41', ' Private', ' 49797', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 174051', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 194901', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 252250', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['47', ' Private', ' 191277', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 174907', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 167140', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 236543', ' 12th', ' 8', ' Divorced', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 54', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 214242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 216864', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 3770', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 245211', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 2036', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 437727', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['71', ' Private', ' 200418', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 167334', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 146834', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 78424', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 182675', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 38079', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 115178', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 195949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 167415', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 223214', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 22245', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 81853', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 147921', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 29261', ' HS-grad', ' 9', ' Married-AF-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 257758', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 136546', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 205493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 71650', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 150217', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 258648', ' 10th', ' 6', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 114798', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 186188', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 175255', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 249935', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 120277', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['26', ' Private', ' 193165', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['32', ' Private', ' 185027', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' Ireland', ' >50K']\n", - "['21', ' Private', ' 221418', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 56063', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 153927', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 163110', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 175696', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 143189', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['20', ' ?', ' 114969', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 32778', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 150683', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 78104', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 335005', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 311551', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 201520', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 124111', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 166386', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' Hong', ' <=50K']\n", - "['43', ' State-gov', ' 117471', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 361307', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 142038', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 276552', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 50402', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 174090', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['27', ' Private', ' 277760', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 24243', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 151089', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 70', ' United-States', ' >50K']\n", - "['52', ' Self-emp-not-inc', ' 165278', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 182752', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 173002', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 261232', ' 11th', ' 7', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 164607', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 129573', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 36186', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 325744', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 329793', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Private', ' 133616', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 83401', ' 5th-6th', ' 3', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 239880', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 201737', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 192182', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 143540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 28334', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 245873', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 199095', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 104461', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 50', ' Italy', ' >50K']\n", - "['33', ' Local-gov', ' 183923', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 35', ' United-States', ' >50K']\n", - "['30', ' Private', ' 129707', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 35', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 575442', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 184682', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 69251', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 225507', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 167515', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 407068', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['40', ' Private', ' 170019', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['46', ' Local-gov', ' 125892', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 35824', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 67083', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['23', ' Private', ' 107801', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 95577', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' ?', ' <=50K']\n", - "['43', ' Private', ' 118536', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 198078', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 78261', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 234108', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 241998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 92717', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 257683', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 40388', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 55424', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 169600', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 2176', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 319271', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 75050', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 182896', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 188274', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 211497', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 113806', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' ?', ' >50K']\n", - "['47', ' Local-gov', ' 172246', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 219962', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 186815', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 132749', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 209801', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 178517', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 169364', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['32', ' Federal-gov', ' 164707', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 144084', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 133692', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 184169', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 35', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 145290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Local-gov', ' 24824', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 178319', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 235829', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 196280', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 54202', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 220237', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 59146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 64148', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 196621', ' HS-grad', ' 9', ' Married-spouse-absent', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 195668', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Cuba', ' >50K']\n", - "['31', ' State-gov', ' 263000', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 554986', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 108211', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 217654', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['53', ' Private', ' 139671', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 102771', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['40', ' Private', ' 213019', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 228493', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 22907', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 24364', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 41432', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 235259', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 343476', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 326886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 248313', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 30290', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 188540', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 237943', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['25', ' Private', ' 198870', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 233980', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 171090', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 353039', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['46', ' Federal-gov', ' 213140', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 188136', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1408', ' 38', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 130057', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['70', ' State-gov', ' 345339', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 182074', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 176557', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 71630', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1617', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 159849', ' 11th', ' 7', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 183425', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 125933', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 180123', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 592930', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 183802', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 77005', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 80914', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 165667', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 123991', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 181307', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Private', ' 124137', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['18', ' ?', ' 137363', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 291979', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 91251', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['27', ' Federal-gov', ' 148153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 131463', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 127651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 239018', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 276087', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 386877', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 210464', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 632834', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 245465', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 198087', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 27408', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 242713', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['56', ' Private', ' 314727', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['40', ' State-gov', ' 269733', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 177287', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 167711', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 112181', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 339002', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 24721', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 37092', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 216563', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 204447', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' ?', ' 151153', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 50', ' South', ' >50K']\n", - "['39', ' Private', ' 187089', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 423052', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 169180', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['21', ' Private', ' 104981', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 120074', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 269323', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 141549', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 214858', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 173524', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 365049', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 60355', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 86808', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 174171', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 504951', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 294064', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' France', ' <=50K']\n", - "['46', ' Private', ' 120131', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['48', ' Private', ' 199058', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 152328', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 88564', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 95113', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['36', ' Private', ' 247558', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 60', ' ?', ' >50K']\n", - "['25', ' Private', ' 178421', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 484861', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 225291', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 205735', ' 1st-4th', ' 2', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 58898', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 48', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 355468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 46', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 184362', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 347513', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 138768', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 29810', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 126501', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 60783', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 179772', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 281911', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 70447', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 449576', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 327964', ' 9th', ' 5', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 496538', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 6360', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 153066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['53', ' State-gov', ' 77651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 119493', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 256240', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 177374', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 1848', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 37848', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 129336', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 183511', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 120131', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Private', ' 190508', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 363130', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 240356', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 133166', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 32916', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 117477', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 34748', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 20', ' United-States', ' >50K']\n", - "['22', ' Private', ' 459463', ' 12th', ' 8', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 95989', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 118088', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 150570', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 43', ' United-States', ' >50K']\n", - "['31', ' ?', ' 505438', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 179731', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 122109', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 1876', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 163942', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 106670', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 123403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 119986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 66622', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 40060', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 260578', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Local-gov', ' 96076', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 70604', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 230329', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 12', ' United-States', ' >50K']\n", - "['53', ' Private', ' 49715', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 116531', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 214542', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 335005', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Italy', ' <=50K']\n", - "['19', ' Private', ' 258633', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 203240', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 104457', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['55', ' Local-gov', ' 99131', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 2246', ' 40', ' United-States', ' >50K']\n", - "['52', ' State-gov', ' 125796', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 479482', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 167790', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 133758', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 106843', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 117959', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 174921', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 134152', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 99364', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['18', ' Local-gov', ' 155905', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 467108', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 304622', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 198692', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 60', ' United-States', ' >50K']\n", - "['60', ' Private', ' 178050', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 162687', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 113151', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 158924', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Self-emp-not-inc', ' 141795', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 33404', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['65', ' Self-emp-inc', ' 178771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 168553', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 110648', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 151053', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 142871', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 343161', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 183523', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 222216', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 121874', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 467108', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['26', ' Private', ' 34393', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 42003', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 180418', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 199590', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 144949', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 155594', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Self-emp-not-inc', ' 162576', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 232475', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 269474', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 140644', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' ?', ' 39640', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 346014', ' 7th-8th', ' 4', ' Separated', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 159726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Federal-gov', ' 290856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 217886', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 199915', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 106546', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 220640', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Federal-gov', ' 88913', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 288486', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 227411', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 99935', ' Masters', ' 14', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 201112', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 123778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 204596', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 190290', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 196674', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 108435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 186359', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 137076', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' State-gov', ' 262819', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 171655', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 183319', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['36', ' Private', ' 127306', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 68678', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 140108', ' 9th', ' 5', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 263444', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 265554', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 410216', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 20534', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 188917', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 98695', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 411950', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 237819', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['75', ' Private', ' 187424', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 198316', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 139703', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 152596', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 194726', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 82601', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 229843', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 122276', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Italy', ' <=50K']\n", - "['47', ' State-gov', ' 188386', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['73', ' Private', ' 92298', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 390657', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 89041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 314897', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['31', ' Private', ' 166343', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['45', ' Private', ' 88781', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['57', ' Private', ' 41762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' >50K']\n", - "['34', ' Private', ' 849857', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['19', ' Private', ' 307496', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 324372', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 99270', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['28', ' Private', ' 160731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' >50K']\n", - "['48', ' State-gov', ' 148306', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 259019', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 224894', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 10', ' Haiti', ' <=50K']\n", - "['19', ' Private', ' 258470', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 197919', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 213719', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 226535', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 146042', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 180339', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 1602', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 99970', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 300687', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 219906', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['24', ' Private', ' 122234', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['55', ' Private', ' 158641', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 239539', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['46', ' Local-gov', ' 102308', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 186934', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 234447', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 125933', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 142760', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 309056', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 48859', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 110594', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 426562', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 169037', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 123075', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 195744', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 81896', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 172047', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 253814', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 66473', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 56248', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 70', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 271521', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 265295', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 174308', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 196342', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 223594', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' Puerto-Rico', ' >50K']\n", - "['30', ' Private', ' 149787', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 124686', ' 7th-8th', ' 4', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 50163', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 175789', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 218215', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 166371', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 169469', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 145081', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 214521', ' Prof-school', ' 15', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 287233', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 201310', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 197836', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 158294', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 127366', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 203697', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 168730', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 165232', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['57', ' Private', ' 175942', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Federal-gov', ' 356689', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Japan', ' <=50K']\n", - "['46', ' Private', ' 132912', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Private', ' 187226', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 254765', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 202565', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 103925', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 2036', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 112164', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 70623', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 102729', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 558944', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 256967', ' 10th', ' 6', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 144583', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 102412', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 159788', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 55743', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 148171', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' France', ' >50K']\n", - "['20', ' Local-gov', ' 271354', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 98524', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 272913', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 324445', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 155469', ' Assoc-acdm', ' 12', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 102945', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 291904', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 186601', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 172401', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 193285', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['34', ' Private', ' 176244', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 117779', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 34616', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 169182', ' 9th', ' 5', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Puerto-Rico', ' <=50K']\n", - "['27', ' Private', ' 180758', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 141637', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 169023', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 101266', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 164190', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 142282', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 103984', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 187601', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Self-emp-not-inc', ' 36218', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 106334', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['37', ' Local-gov', ' 249392', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 110355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 117944', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 163836', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 145592', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['24', ' Private', ' 108495', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 212041', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-inc', ' 182451', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 124020', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 199116', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['17', ' ?', ' 144114', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 107438', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 1651', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 405362', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 175856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 262241', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 420054', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 9562', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 86681', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 187161', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 691903', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 219483', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 199058', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 192010', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' Poland', ' <=50K']\n", - "['34', ' Federal-gov', ' 419691', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 54', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 356089', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 684015', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['18', ' Private', ' 36882', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 203180', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 183811', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 103966', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 304602', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 57233', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 289207', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['68', ' Private', ' 224019', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 267966', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 214800', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 241528', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 197365', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 296724', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 136226', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 40623', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 264874', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 112847', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 236090', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 89028', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' State-gov', ' 210673', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 60193', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 216137', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 139743', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 32276', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 423605', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' Nicaragua', ' >50K']\n", - "['27', ' Private', ' 298871', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['42', ' Private', ' 318255', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 347867', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1719', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 279636', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 405386', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 297188', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 182342', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 229148', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' Jamaica', ' <=50K']\n", - "['30', ' Private', ' 189620', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 40', ' England', ' <=50K']\n", - "['17', ' Private', ' 413557', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 246025', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' Honduras', ' <=50K']\n", - "['32', ' Private', ' 390997', ' 1st-4th', ' 2', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['55', ' Private', ' 102058', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 247298', ' 12th', ' 8', ' Married-spouse-absent', ' Other-service', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 140108', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 216941', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 81654', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 177526', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 64631', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 110028', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 203761', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 163870', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 117299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 50648', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 166517', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 173800', ' Bachelors', ' 13', ' Married-spouse-absent', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 10', ' Taiwan', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 181762', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 340880', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 114758', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 4416', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 138847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 215014', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 183778', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 273629', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-inc', ' 113870', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 213955', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 114982', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 205338', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 57924', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['90', ' ?', ' 225063', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 10', ' South', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 202027', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' Private', ' 281356', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 30824', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 2354', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 98809', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 38223', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 172232', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 140544', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 221366', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 180799', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 111499', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 155930', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 201122', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['27', ' Private', ' 101709', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 140121', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 172709', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 120131', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 117444', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['27', ' Private', ' 256764', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 176185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 223811', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 201603', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 138765', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 133974', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 137953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 103403', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 461678', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 70884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 466498', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 148644', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 190739', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 299507', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 211424', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 106721', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 192017', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 530099', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['34', ' Private', ' 119153', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 202450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['21', ' Private', ' 50341', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 140001', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['19', ' ?', ' 220517', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['82', ' ?', ' 52921', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 31964', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 148207', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 151627', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 402539', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 188278', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 96219', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 340534', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 160339', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['28', ' Private', ' 120135', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 303817', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 181091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 200515', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['42', ' Private', ' 160893', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 183096', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Yugoslavia', ' >50K']\n", - "['24', ' Private', ' 241367', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 342084', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 193855', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 80410', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 554317', ' 9th', ' 5', ' Married-spouse-absent', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 85109', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 108569', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 120959', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 222011', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 238530', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 48404', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 88055', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 238381', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 243923', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 305597', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 141841', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 129764', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 150993', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 147140', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 30219', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['48', ' Private', ' 167967', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 133278', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 172510', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 1848', ' 0', ' 20', ' Hungary', ' <=50K']\n", - "['39', ' Private', ' 192251', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 210844', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 263015', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 155118', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 99999', ' 0', ' 35', ' United-States', ' >50K']\n", - "['24', ' State-gov', ' 232918', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 143542', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 45607', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 29828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 104118', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 191446', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 27484', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 205987', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['39', ' Local-gov', ' 143385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 200508', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 186995', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 54159', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 113481', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Local-gov', ' 235271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 349365', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 283637', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 70282', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 166051', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 193720', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 124836', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 236379', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 122026', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['40', ' Private', ' 114537', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 191834', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 420054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 160045', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 303187', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['45', ' Private', ' 190088', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 126977', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 63004', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['64', ' Private', ' 391121', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 211450', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 156413', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['41', ' Private', ' 116797', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 204447', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['25', ' Private', ' 66935', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 344278', ' 11th', ' 7', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 108574', ' Assoc-voc', ' 11', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 244605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 363677', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 30', ' United-States', ' >50K']\n", - "['56', ' Private', ' 219762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 269318', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 77884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 70100', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 213643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 69640', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 170012', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 329924', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 193285', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 261241', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 108183', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' South', ' >50K']\n", - "['20', ' Private', ' 296618', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 257796', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 155320', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 151888', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 143118', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 2206', ' 10', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 66278', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 92444', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 229272', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 32', ' Haiti', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 207202', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 154176', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 180899', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 1755', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 205337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 180779', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 343021', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 176814', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['74', ' State-gov', ' 88638', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 3683', ' 20', ' United-States', ' >50K']\n", - "['48', ' Private', ' 248059', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 409604', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 185053', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 332884', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 65', ' United-States', ' >50K']\n", - "['56', ' Private', ' 212864', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 66473', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 285169', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 175431', ' 9th', ' 5', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 152641', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 339346', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 287306', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 70604', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 88926', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 91275', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 244554', ' 10th', ' 6', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 232586', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 127678', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 162184', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 408229', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' El-Salvador', ' <=50K']\n", - "['43', ' State-gov', ' 139734', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 197286', ' 12th', ' 8', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' Germany', ' <=50K']\n", - "['52', ' Private', ' 229983', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 30', ' United-States', ' >50K']\n", - "['25', ' Private', ' 252803', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 110890', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['51', ' Private', ' 160724', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 99', ' South', ' <=50K']\n", - "['25', ' Private', ' 89625', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 266037', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 126730', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 96854', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 186788', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 28996', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 347166', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 110311', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 310850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 220694', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 149405', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 131699', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 49996', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187112', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 180859', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 185647', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 316606', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 274657', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['39', ' Federal-gov', ' 193583', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 5455', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 338836', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 216814', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 106935', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 223433', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 174789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 135603', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' ?', ' 344719', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 372484', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 181820', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 235371', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 216711', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' ?', ' >50K']\n", - "['20', ' Private', ' 299399', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 202508', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 172025', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 246891', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 450920', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 53598', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 103757', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 76017', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 80158', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 90881', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 427952', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 230955', ' 12th', ' 8', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 177916', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 342642', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['77', ' Private', ' 253642', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 219086', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 162593', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 87561', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 142411', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 154422', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 169104', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 193047', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 151141', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 267912', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' >50K']\n", - "['43', ' Private', ' 137126', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 152453', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['19', ' Private', ' 357059', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 202011', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 98283', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 176965', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' Private', ' 187919', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 274916', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 105813', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 193524', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 152734', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['21', ' Private', ' 263641', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 102076', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 155594', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 33331', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 156773', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' ?', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 115439', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 181652', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 120268', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 196308', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 40690', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 228583', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['23', ' Private', ' 695136', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 209236', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 214838', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 188436', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 177625', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 124591', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 230856', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 3325', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 221532', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 232577', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 168216', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 214702', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['63', ' Private', ' 237620', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 54887', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 164526', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 224506', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['58', ' Private', ' 183870', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 208330', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 168370', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 320376', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 192384', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 167350', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 103538', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['29', ' Private', ' 58522', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['25', ' Private', ' 193820', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 258490', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 56520', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 102476', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 311357', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 166497', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 160724', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['29', ' Private', ' 338270', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 282394', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 383269', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 119386', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 196975', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 334221', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 27385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' State-gov', ' 133846', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 361888', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 230429', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 328776', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 243829', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 306646', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 138179', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 280069', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 305759', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['64', ' Local-gov', ' 164876', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 138597', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 111483', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 144778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 171015', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 112494', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 408473', ' 12th', ' 8', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 27802', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['34', ' Private', ' 236318', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 121836', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 315971', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 698418', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 329530', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['65', ' Private', ' 194456', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['20', ' Private', ' 282579', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 26401', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 364958', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 83998', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 94364', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 174189', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 101967', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 146908', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 126675', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2205', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 31606', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' Germany', ' <=50K']\n", - "['24', ' Private', ' 132327', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 30', ' Ecuador', ' <=50K']\n", - "['24', ' Private', ' 112459', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 48894', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 181943', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 247685', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 195808', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 172052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' South', ' >50K']\n", - "['50', ' Local-gov', ' 50178', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 351711', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 190305', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 464103', ' 1st-4th', ' 2', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['18', ' ?', ' 36348', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 120238', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['28', ' Private', ' 354095', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 308901', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 208826', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 99', ' England', ' <=50K']\n", - "['20', ' Private', ' 369677', ' 10th', ' 6', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 98524', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 239723', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 231232', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 236396', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['24', ' ?', ' 119156', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 320451', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 24', ' India', ' <=50K']\n", - "['41', ' Private', ' 38397', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 189183', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 199281', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 286342', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 152810', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Self-emp-inc', ' 176981', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 117549', ' 10th', ' 6', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 254797', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 133336', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 182826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 136224', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 134475', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1762', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 272778', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 279183', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 110243', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 202071', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 197642', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 125591', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 197462', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 238831', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 182177', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Yugoslavia', ' <=50K']\n", - "['40', ' Local-gov', ' 240504', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 125892', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['46', ' Private', ' 154430', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 207685', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' Black', ' Female', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 222020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 243240', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 158734', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 257691', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 144483', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 209826', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 30244', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 133050', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 138332', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['81', ' Private', ' 201398', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['37', ' Private', ' 526968', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['40', ' Private', ' 79036', ' Assoc-voc', ' 11', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 240323', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 270544', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 199551', ' 11th', ' 7', ' Separated', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 231052', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['69', ' State-gov', ' 203072', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 126771', ' 12th', ' 8', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 31848', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 328981', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 159670', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 450695', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 182028', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 349620', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 161066', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 213611', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 1594', ' 24', ' Guatemala', ' <=50K']\n", - "['21', ' Private', ' 548303', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['29', ' Private', ' 150861', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['33', ' ?', ' 335625', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 133766', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 200511', ' HS-grad', ' 9', ' Separated', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 50103', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' ?', ' 148266', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' Mexico', ' <=50K']\n", - "['49', ' Private', ' 177211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 132686', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 21626', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 52900', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 150084', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 248886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 118259', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 145493', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 219546', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 3411', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 399155', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 227310', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 333270', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Philippines', ' <=50K']\n", - "['50', ' Private', ' 231495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 133935', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Federal-gov', ' 55237', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 183034', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 245487', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 185480', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 114251', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 181814', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 340917', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 241998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 125324', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['36', ' Private', ' 34744', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 131608', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Federal-gov', ' 226916', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 124137', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 96282', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 337050', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['56', ' Private', ' 229335', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' State-gov', ' 199495', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 111675', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 139209', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 32372', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 203784', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 164190', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 64875', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 41806', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 208725', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 79019', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 136951', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 203554', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 252947', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 1719', ' 32', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 170861', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 199590', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['41', ' Private', ' 529216', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Male', ' 7430', ' 0', ' 45', ' ?', ' >50K']\n", - "['33', ' Private', ' 195576', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 182177', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['25', ' State-gov', ' 183678', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 209320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 206862', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['37', ' Private', ' 168941', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 201263', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['17', ' Private', ' 75333', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 299494', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 1797', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 163212', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 139290', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 400416', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 223763', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 77927', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['50', ' Private', ' 175804', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 91525', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 279968', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 77698', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 198686', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' >50K']\n", - "['67', ' ?', ' 190340', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 113491', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 202878', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 108431', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 194490', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 48093', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' >50K']\n", - "['22', ' Private', ' 136824', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 143280', ' 10th', ' 6', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 150062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 298510', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 177147', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 115025', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 350440', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 83850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 62669', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 229773', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 196234', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['69', ' ?', ' 163595', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 157249', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['65', ' Private', ' 80174', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 1848', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 49069', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 122952', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 123856', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 216181', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 180062', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 188535', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 106143', ' Doctorate', ' 16', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 170421', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 283087', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 341051', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 34378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 380674', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 304469', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 99146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 205109', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 99156', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 97842', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 100875', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 200576', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 63', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 355053', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 118376', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' ?', ' <=50K']\n", - "['37', ' Local-gov', ' 117760', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 117567', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Federal-gov', ' 189632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 170108', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 27243', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 192663', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 526164', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 146579', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 60288', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 241951', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 213140', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 218124', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-not-inc', ' 279802', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 153078', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 80', ' ?', ' >50K']\n", - "['40', ' Private', ' 167919', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 250832', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 193158', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 172032', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 39484', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 42', ' United-States', ' >50K']\n", - "['45', ' Private', ' 84298', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 269015', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['17', ' ?', ' 262196', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 125892', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 134890', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 261119', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 119409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 118793', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 184207', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 191027', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 207782', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 209146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 79445', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 1173', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 187724', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 66777', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Female', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 158002', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 305834', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' ?', ' 122265', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 42', ' ?', ' <=50K']\n", - "['22', ' Private', ' 211798', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 123011', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 36302', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 176867', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 169204', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 38232', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' State-gov', ' 277657', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 32271', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 116825', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 80', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 226198', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 28145', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 140477', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 165050', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-inc', ' 202937', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 316298', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 203070', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 103995', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 176137', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 103948', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 39581', ' Prof-school', ' 15', ' Separated', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 506436', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['32', ' Private', ' 226975', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 1876', ' 60', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 154493', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 137223', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 102323', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 257765', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['52', ' Private', ' 42924', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 167599', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['84', ' ?', ' 368925', ' 5th-6th', ' 3', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['79', ' ?', ' 100881', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' >50K']\n", - "['35', ' Private', ' 52738', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 98418', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 381153', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 103700', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 298635', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 127895', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 212760', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 281384', ' HS-grad', ' 9', ' Married-AF-spouse', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 181200', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 257364', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 283281', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 214502', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 69333', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 190060', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 95864', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 144872', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 6514', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 275778', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['45', ' Private', ' 27332', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 24395', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 330695', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 171615', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['28', ' Private', ' 116372', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 38599', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 202184', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 315303', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 103456', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 163480', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 317425', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 216941', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 116541', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['43', ' Private', ' 186396', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 273194', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 3137', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 385540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['63', ' Private', ' 201631', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 439919', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 182117', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 334113', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 184837', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' ?', ' 228372', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 211123', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 38819', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 162391', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1651', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 302836', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['35', ' State-gov', ' 89040', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 264210', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 87157', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 398918', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' ?', ' 123612', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 155818', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 243660', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 134195', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 238638', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 159929', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 198668', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 215504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 158002', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 55', ' Ecuador', ' <=50K']\n", - "['53', ' Local-gov', ' 35305', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 195994', ' 1st-4th', ' 2', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['44', ' State-gov', ' 321824', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 180449', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 201764', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 250038', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 226535', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Private', ' 136121', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 47199', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 215895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' State-gov', ' 24647', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 734193', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 321086', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 192589', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 326283', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 207284', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 109089', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 274528', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' Private', ' 142646', ' 7th-8th', ' 4', ' Widowed', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 180859', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 188610', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 169604', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 260560', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 188245', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['67', ' Local-gov', ' 103315', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 15831', ' 0', ' 72', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 52465', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 737315', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' ?', ' 195143', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 29', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 219420', ' Doctorate', ' 16', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 198170', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 183168', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 196545', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 168412', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 44', ' Poland', ' <=50K']\n", - "['48', ' Private', ' 174386', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' >50K']\n", - "['36', ' Private', ' 544686', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 2907', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['48', ' Private', ' 95661', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 468713', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 169112', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 74024', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 110622', ' 5th-6th', ' 3', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' Vietnam', ' <=50K']\n", - "['43', ' Local-gov', ' 33331', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 181557', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 142624', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5556', ' 0', ' 40', ' Yugoslavia', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 192251', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 2635', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 146091', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 174575', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 200949', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' Peru', ' <=50K']\n", - "['51', ' Local-gov', ' 201560', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['71', ' Federal-gov', ' 149386', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 168672', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 38352', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 180272', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 275421', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 173051', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 167474', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 267138', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 135138', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 218357', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 107236', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 138416', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 154863', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 194004', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 339123', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 548361', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 101812', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 127111', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 171807', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 40666', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 340682', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 175052', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 321629', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 154405', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 108402', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 346275', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 42476', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 161708', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 70447', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 4650', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 189759', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 137354', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 250724', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Jamaica', ' <=50K']\n", - "['34', ' Federal-gov', ' 149368', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 154641', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 38309', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 202733', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 70', ' United-States', ' >50K']\n", - "['34', ' Private', ' 56150', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 260254', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 108083', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 71344', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 174215', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 114366', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 158962', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 179498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['29', ' Private', ' 31935', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 149909', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['20', ' ?', ' 58740', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 216552', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 255348', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 176050', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 125101', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 197286', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 337469', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 594', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 159737', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 316211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 127610', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 32', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 556652', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 265576', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 347653', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['32', ' Private', ' 62374', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 170230', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 203051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 115880', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 167735', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 181413', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 185554', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 350387', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 225102', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['55', ' Private', ' 105582', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 350247', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 150025', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['37', ' Private', ' 107737', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['63', ' ?', ' 334741', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 115562', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 131584', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 95855', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Private', ' 391016', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Federal-gov', ' 51089', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['78', ' Self-emp-inc', ' 188044', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 40', ' United-States', ' >50K']\n", - "['77', ' Private', ' 117898', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 70240', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 187693', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['37', ' Private', ' 341672', ' Bachelors', ' 13', ' Separated', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['34', ' Private', ' 208043', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Local-gov', ' 289982', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 76344', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 200973', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 111377', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 136684', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 176716', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 166894', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 243872', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['28', ' Private', ' 155621', ' 5th-6th', ' 3', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['46', ' Private', ' 102597', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 60331', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 75024', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' Canada', ' <=50K']\n", - "['69', ' Private', ' 174474', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' Peru', ' <=50K']\n", - "['43', ' Private', ' 145441', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 83434', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 21', ' Japan', ' >50K']\n", - "['20', ' Private', ' 691830', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 189203', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 115784', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 280167', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' ?', ' 407338', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 52978', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1721', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 169329', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 40', ' Trinadad&Tobago', ' >50K']\n", - "['23', ' Private', ' 315065', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['25', ' Local-gov', ' 167835', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['22', ' Private', ' 63105', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 520775', ' 12th', ' 8', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 47902', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 145434', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 56392', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 162312', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' Japan', ' <=50K']\n", - "['28', ' Private', ' 204074', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 99246', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 102085', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 168794', ' Preschool', ' 1', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 332379', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 233419', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 57233', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 192337', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 442429', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 369114', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 261334', ' 9th', ' 5', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 160303', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 50474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 321577', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 29591', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 334744', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Self-emp-not-inc', ' 269474', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 287306', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['66', ' Private', ' 33619', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 149347', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 96249', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 370502', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 188246', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 167558', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 292185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 101593', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 70164', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 269722', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 175502', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 233165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 177351', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 212114', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 288959', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 231619', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 146919', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 388811', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 243560', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 98360', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 369538', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Self-emp-not-inc', ' 31740', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 223660', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 333611', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 54', ' Mexico', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 108247', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['28', ' Private', ' 76129', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['37', ' Private', ' 91711', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['61', ' ?', ' 166855', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 182062', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 252752', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 43953', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 84224', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['81', ' Private', ' 100675', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' Poland', ' <=50K']\n", - "['47', ' Private', ' 155509', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 29814', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 241805', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 214838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 240810', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 154076', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' ?', ' 175552', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['55', ' Private', ' 170287', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' >50K']\n", - "['60', ' Private', ' 145995', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 433669', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' ?', ' <=50K']\n", - "['23', ' Private', ' 233626', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 607799', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 88500', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['36', ' Private', ' 127809', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 243743', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 177211', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 231180', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 177075', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 152855', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 191137', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 255559', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 169815', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 221215', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 270059', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 31588', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 345403', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 194897', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 388741', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 355856', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 122109', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 75673', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 141058', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2339', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 47902', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['64', ' Private', ' 221343', ' 1st-4th', ' 2', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 255675', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Federal-gov', ' 203505', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 125106', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 139890', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 76878', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 28035', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 86', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 43953', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 163237', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 55890', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 255934', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 168654', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 39986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 208451', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 206681', ' 12th', ' 8', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 117779', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 129150', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' ?', ' 177273', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 226443', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 146326', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 187901', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 97153', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 188694', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['71', ' Private', ' 187493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 212468', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 84726', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 137907', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 34361', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['38', ' Private', ' 254114', ' Some-college', ' 10', ' Married-spouse-absent', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 170174', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 190895', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 317443', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 375603', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 203076', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 53893', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 171748', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 167770', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['52', ' Private', ' 204584', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 660870', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 105686', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 70282', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 15024', ' 0', ' 2', ' United-States', ' >50K']\n", - "['31', ' Private', ' 148607', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 255849', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Federal-gov', ' 255921', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' England', ' <=50K']\n", - "['33', ' Private', ' 113326', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 440456', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 105493', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 259757', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 653', ' 50', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 89491', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 171818', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 51151', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 188957', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 97933', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 195447', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 46907', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 383365', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 203408', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 148182', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 211497', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 48063', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 211804', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 185407', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 225927', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 314525', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 208577', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 222884', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' Private', ' 209538', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 177114', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 173754', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 121370', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 67125', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 67240', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 198346', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 141003', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-inc', ' 60668', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 104256', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 131002', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 155151', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 177720', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 39615', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 203871', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['57', ' State-gov', ' 25045', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 2174', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 112264', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 169100', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155659', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['39', ' Private', ' 291665', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 224215', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 270502', ' 11th', ' 7', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 125487', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 51385', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 112763', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 108926', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 366957', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 50', ' India', ' >50K']\n", - "['36', ' Local-gov', ' 109766', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 226106', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 92792', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 186950', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 230478', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 231638', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 120461', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 33673', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 191385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 229946', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 160131', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 190895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 126021', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 27815', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1719', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 203542', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 144592', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 223004', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 183257', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 172714', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 131611', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 253060', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 471990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['44', ' Private', ' 138966', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 385412', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 184101', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 103344', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 135786', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 227359', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 86912', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 83033', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 2176', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 172581', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 274111', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1669', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 187795', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['26', ' Private', ' 483822', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 220543', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 152953', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' Dominican-Republic', ' <=50K']\n", - "['35', ' Private', ' 239755', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 177905', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 200136', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 111625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 336513', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 162915', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 116662', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 24763', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 225580', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 169104', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['43', ' Private', ' 212894', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 93997', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['22', ' Private', ' 189924', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 274424', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 188246', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 284211', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 198259', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 368517', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 168768', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 122220', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 136204', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 175641', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' State-gov', ' 173324', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['75', ' Local-gov', ' 31195', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 88876', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 176069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 215297', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 198425', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 180957', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 206129', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 65950', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 197618', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 185357', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 134890', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 193043', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 153633', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 115890', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 394447', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 2463', ' 0', ' 50', ' France', ' <=50K']\n", - "['58', ' Private', ' 343957', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 247986', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['50', ' Private', ' 238959', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' ?', ' >50K']\n", - "['59', ' Private', ' 159048', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 423222', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 89735', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 31778', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 157327', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 233511', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 327112', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 236543', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 194475', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 303510', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 171242', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 39388', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 197218', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 151991', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 374524', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' ?', ' 267352', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 364563', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 186035', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 47541', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 151107', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 500509', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 138107', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 40', ' United-States', ' >50K']\n", - "['20', ' Federal-gov', ' 225515', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 153291', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 169885', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 112780', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 175778', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 55213', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 52', ' United-States', ' >50K']\n", - "['48', ' Private', ' 38950', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 65991', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 174330', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 35224', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 175622', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 164678', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 87263', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['54', ' Private', ' 163671', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 65', ' United-States', ' >50K']\n", - "['17', ' Self-emp-not-inc', ' 181317', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 177945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 47168', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 190023', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 168782', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 175290', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 145463', ' 1st-4th', ' 2', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 159755', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 113364', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 487742', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 304710', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 185846', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 212894', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 315460', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 135643', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['40', ' Private', ' 220977', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 3103', ' 0', ' 40', ' India', ' >50K']\n", - "['19', ' ?', ' 117444', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 202683', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 164866', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['43', ' Private', ' 191814', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' ?', ' 227160', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 158077', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 191103', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['25', ' Private', ' 193701', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 143046', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 206297', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 188563', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 35102', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 203055', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 309932', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 243432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 177107', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 113929', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 291509', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 222011', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 186824', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192768', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 234962', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 83253', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 248990', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 346159', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 272656', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['22', ' Private', ' 60552', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 33798', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 112158', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 200992', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 98155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 79586', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 143062', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 101146', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 284450', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 159021', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 353270', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 162312', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' South', ' <=50K']\n", - "['49', ' State-gov', ' 231961', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 181943', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 163595', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 130856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 208875', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 58744', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 116641', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 69333', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 320811', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 197886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 253914', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 89154', ' 9th', ' 5', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['32', ' Private', ' 372317', ' 9th', ' 5', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 23', ' Mexico', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 296090', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['39', ' Private', ' 192614', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 403489', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 169652', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 217467', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 162104', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 175912', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 179533', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['27', ' Private', ' 149624', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 289147', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 347720', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 406978', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 193199', ' 11th', ' 7', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' Poland', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 163998', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 173115', ' 10th', ' 6', ' Separated', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 4416', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 333701', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 48121', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 186256', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 104525', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 104097', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 212806', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 203353', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 130126', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['21', ' ?', ' 270043', ' 10th', ' 6', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 218435', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' Cuba', ' <=50K']\n", - "['30', ' Private', ' 154120', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 193537', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['44', ' Private', ' 84535', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 150999', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 157673', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 217424', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 358886', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 186191', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' Self-emp-inc', ' 212660', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 31740', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 498785', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 35945', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 162566', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' Canada', ' <=50K']\n", - "['30', ' Private', ' 118861', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 206609', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 423064', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 191957', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 223934', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' >50K']\n", - "['62', ' ?', ' 129246', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 195486', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 70', ' Jamaica', ' <=50K']\n", - "['40', ' Private', ' 114580', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['20', ' Private', ' 119215', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 240554', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 199067', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 42', ' United-States', ' >50K']\n", - "['51', ' Private', ' 144084', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 358682', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 59612', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 391585', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Local-gov', ' 101345', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117618', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 231238', ' 9th', ' 5', ' Separated', ' Farming-fishing', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 143046', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 326857', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 65', ' United-States', ' >50K']\n", - "['43', ' Private', ' 203642', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 88579', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 240517', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 156649', ' 1st-4th', ' 2', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 143392', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 365465', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 70', ' Philippines', ' <=50K']\n", - "['22', ' State-gov', ' 264710', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' State-gov', ' 223830', ' 9th', ' 5', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 154374', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 242521', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 124569', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 209230', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 162228', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 60267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 76901', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 137876', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 347910', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 138917', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 532379', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 31532', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 30973', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 117295', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 295282', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 190786', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 246207', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 130780', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 186212', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 175526', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 207025', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 82622', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 199688', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' ?', ' >50K']\n", - "['38', ' State-gov', ' 318886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 256005', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 217715', ' 5th-6th', ' 3', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 205803', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['82', ' Self-emp-not-inc', ' 240491', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['33', ' Private', ' 154120', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 69251', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 333505', ' HS-grad', ' 9', ' Married-spouse-absent', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['31', ' Private', ' 168521', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 193568', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 426895', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 131826', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 79646', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 167031', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 73199', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['50', ' Private', ' 114056', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 110417', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 33266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 154410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' ?', ' 154537', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 27780', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 142914', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 190987', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 314422', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 273771', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 175083', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 63665', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 193416', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 74275', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 122609', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 225456', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 116892', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 196971', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 105312', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 108699', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 171615', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 388023', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 181553', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 170850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['28', ' Private', ' 187479', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 277720', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 493862', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 38', ' United-States', ' >50K']\n", - "['27', ' Private', ' 220754', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 209768', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 93225', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 341709', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 236242', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 121889', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 318190', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 111306', ' 7th-8th', ' 4', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 198614', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 193231', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 104614', ' 11th', ' 7', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 172368', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 60331', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 154568', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['36', ' Private', ' 192939', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 138184', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 1762', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 238567', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['30', ' Private', ' 208068', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 181810', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 283918', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 107276', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 2444', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 37783', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 263552', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 255439', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 344275', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 70568', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' El-Salvador', ' <=50K']\n", - "['18', ' Private', ' 127827', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 185203', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 123436', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 136322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 187052', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 177769', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 68268', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 424855', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 81853', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 153549', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 271393', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 198148', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 469602', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 163290', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 295949', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 125279', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 182866', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 111563', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['38', ' Private', ' 34173', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 183627', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 197757', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['39', ' Private', ' 98941', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 205474', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 206659', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 191394', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 244661', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['53', ' Private', ' 47396', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 270721', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['57', ' State-gov', ' 32694', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 171256', ' Assoc-acdm', ' 12', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 169982', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 217210', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 218329', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 386643', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 125933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 155767', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 432555', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 1628', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 54929', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 162136', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 256504', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 162098', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 103110', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 227610', ' 10th', ' 6', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 176696', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 220019', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 242984', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 187847', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 132636', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 108887', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 195897', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 112181', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 391926', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 195505', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 43819', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 43', ' United-States', ' >50K']\n", - "['23', ' Private', ' 145389', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 186824', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 101833', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 82283', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['52', ' Private', ' 99602', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 213276', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 424468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['30', ' Private', ' 176123', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['32', ' Private', ' 38797', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 101859', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 87158', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 205066', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 56929', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['34', ' Private', ' 25322', ' Bachelors', ' 13', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 2339', ' 40', ' ?', ' <=50K']\n", - "['31', ' Private', ' 87950', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 150154', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 142076', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 4787', ' 0', ' 39', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 112139', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 149217', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['27', ' Private', ' 189974', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 109199', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 190290', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 189404', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 35', ' United-States', ' >50K']\n", - "['33', ' Federal-gov', ' 428271', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 134192', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 168211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 277314', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['44', ' Federal-gov', ' 316120', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 107276', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' ?', ' 112453', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 346909', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' Mexico', ' <=50K']\n", - "['65', ' ?', ' 105017', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 317360', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 189017', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 138179', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 299813', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' Dominican-Republic', ' <=50K']\n", - "['45', ' Private', ' 265083', ' 5th-6th', ' 3', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['50', ' Private', ' 185846', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 184655', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200295', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 117319', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 63000', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 106942', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 52795', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 51264', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' France', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 410919', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 105592', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 183151', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 209912', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 275845', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 241851', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' Private', ' 89299', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 106648', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 58426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 121912', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 170730', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 257555', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 51499', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 195000', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 108741', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 184964', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 156815', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 49325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 121718', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['18', ' Private', ' 172076', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 327901', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 215990', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 210866', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['33', ' Private', ' 322873', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 265698', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 26990', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 177896', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 189107', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 306830', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['72', ' Federal-gov', ' 39110', ' 11th', ' 7', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' Canada', ' <=50K']\n", - "['33', ' Private', ' 155475', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 135803', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' Philippines', ' <=50K']\n", - "['48', ' Private', ' 117849', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 339321', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['19', ' Private', ' 318822', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 174794', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 204277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 48', ' United-States', ' >50K']\n", - "['55', ' Private', ' 182460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['24', ' Private', ' 193920', ' Masters', ' 14', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['42', ' Federal-gov', ' 91468', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 106760', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' Canada', ' >50K']\n", - "['34', ' Private', ' 375680', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 222615', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 190968', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 76767', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 203098', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 162187', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 242729', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 253784', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 206051', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 181553', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-inc', ' 80986', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 200783', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 42596', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 464502', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['66', ' Private', ' 205724', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['22', ' Private', ' 446140', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['69', ' Local-gov', ' 32287', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 56774', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 308118', ' Bachelors', ' 13', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['35', ' Private', ' 176279', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 103277', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 225780', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['54', ' Private', ' 154728', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 149943', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['38', ' State-gov', ' 22245', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 93056', ' 7th-8th', ' 4', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 270522', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 123218', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['81', ' Self-emp-not-inc', ' 123959', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1668', ' 3', ' Hungary', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 103642', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 157747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 154083', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 23037', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 226891', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' South', ' <=50K']\n", - "['29', ' Private', ' 50028', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 138251', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 369825', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 44364', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 230704', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 42044', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 56340', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 156015', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 163434', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 85251', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 187411', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 155124', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 396633', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['45', ' Private', ' 182313', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 52596', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 260111', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Local-gov', ' 143570', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 160634', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 29909', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 94215', ' 12th', ' 8', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 151990', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' >50K']\n", - "['48', ' Federal-gov', ' 188081', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 218445', ' 5th-6th', ' 3', ' Never-married', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' Mexico', ' <=50K']\n", - "['77', ' Private', ' 235775', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' Cuba', ' <=50K']\n", - "['19', ' Private', ' 98605', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 188398', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 140365', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 202950', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Iran', ' >50K']\n", - "['20', ' Private', ' 218215', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 197816', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 147002', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['52', ' Private', ' 138497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 57711', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['50', ' Private', ' 169925', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 72310', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 170800', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 215095', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' Puerto-Rico', ' <=50K']\n", - "['45', ' Private', ' 480717', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 38', ' ?', ' <=50K']\n", - "['61', ' Local-gov', ' 34632', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 140664', ' Assoc-acdm', ' 12', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 177858', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 160369', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 129102', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 278522', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 124953', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['33', ' Private', ' 63184', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 165815', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 248584', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 226871', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 267717', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 60367', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 134120', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 95639', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 132053', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 138768', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 203910', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 109952', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 155781', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 49398', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 159303', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 248339', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 190539', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 183620', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 25468', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 201495', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 52221', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 96460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 325353', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 42', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 176027', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 266135', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['60', ' State-gov', ' 194252', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['76', ' ?', ' 164835', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 363192', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 31360', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 63503', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 157614', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 160647', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 4687', ' 0', ' 35', ' United-States', ' >50K']\n", - "['38', ' Private', ' 363395', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 338376', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 87523', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 280714', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 119565', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 171482', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['40', ' Self-emp-inc', ' 49249', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 331552', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 174426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 184105', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 37933', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 291529', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 13', ' United-States', ' >50K']\n", - "['23', ' Private', ' 376416', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 263612', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['23', ' Private', ' 227471', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191103', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 35644', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 227298', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 187508', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 184378', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Puerto-Rico', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 190333', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 155372', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 259882', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 217077', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 103596', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 188236', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 353010', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 70655', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 64874', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 219240', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 104849', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['40', ' Private', ' 173590', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 412316', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 195835', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 170579', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Federal-gov', ' 230545', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['71', ' Private', ' 162297', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 169549', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 117528', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 273876', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 529104', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 456110', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 180868', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 170301', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 55717', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 166181', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 52242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 224629', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 30', ' Cuba', ' <=50K']\n", - "['20', ' Private', ' 197997', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 46144', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 180871', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 212311', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 232874', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 175999', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 177121', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 299358', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 1719', ' 25', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 326624', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 129836', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 225515', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 145664', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 151764', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 183523', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 257869', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 28', ' Columbia', ' <=50K']\n", - "['40', ' Private', ' 73025', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' China', ' <=50K']\n", - "['18', ' Private', ' 165532', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 140035', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 325159', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['64', ' Federal-gov', ' 161926', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 163665', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 106938', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 97453', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 242464', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 155233', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 248653', ' 1st-4th', ' 2', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 59313', ' 12th', ' 8', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['22', ' Private', ' 141297', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 227325', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 123653', ' 5th-6th', ' 3', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' Italy', ' <=50K']\n", - "['59', ' Federal-gov', ' 176317', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 77146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 169124', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 179413', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 180137', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' State-gov', ' 179319', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 45766', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 152810', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 55', ' United-States', ' >50K']\n", - "['59', ' Private', ' 214052', ' 5th-6th', ' 3', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 201141', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 43599', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 292536', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 82161', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 180656', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['20', ' Private', ' 181370', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' Private', ' 148623', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['51', ' Private', ' 84399', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 143331', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 48779', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 175495', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 83542', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 214619', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 160035', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 39603', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 181589', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' Columbia', ' <=50K']\n", - "['33', ' Private', ' 261511', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 29522', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 36340', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 320984', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['57', ' ?', ' 403625', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 122346', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 105794', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 152883', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 123037', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 339682', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 182074', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 248588', ' 12th', ' 8', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 187584', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['36', ' Private', ' 46706', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 190290', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 247294', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Peru', ' <=50K']\n", - "['22', ' Private', ' 117779', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 121602', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 451744', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 107793', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 339772', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 185582', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 260614', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 53220', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 213844', ' HS-grad', ' 9', ' Married-AF-spouse', ' Craft-repair', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['33', ' Private', ' 213226', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 58582', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 193116', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 201410', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 190525', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 138285', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['51', ' Private', ' 111939', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 109277', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 331539', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' China', ' >50K']\n", - "['32', ' Private', ' 396745', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 48', ' United-States', ' >50K']\n", - "['37', ' Private', ' 126675', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 349022', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 98145', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 234901', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['36', ' Private', ' 100681', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 2463', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 265097', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['63', ' Private', ' 237379', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 44793', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 270942', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 193622', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Local-gov', ' 187749', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Philippines', ' <=50K']\n", - "['27', ' Private', ' 160178', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 680390', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 96245', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 34803', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 170091', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 231813', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 23789', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 438711', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 169804', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' Local-gov', ' 376506', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 3273', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 28791', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 162814', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 58108', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Self-emp-inc', ' 102226', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 209131', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 157117', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 172865', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 29798', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 229424', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 80680', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 1151', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 238959', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['27', ' Private', ' 189462', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 139347', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 188108', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 111128', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 81540', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 257562', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 59496', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 29974', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102597', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 41419', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 118565', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 312897', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' England', ' >50K']\n", - "['17', ' Private', ' 166290', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 160261', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 14084', ' 0', ' 35', ' China', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 116834', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 5', ' ?', ' <=50K']\n", - "['23', ' Private', ' 203076', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 201197', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Private', ' 273803', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 156797', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 283896', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 149368', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 1151', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 156926', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' ?', ' 163911', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 165881', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 86872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 167523', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 154950', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Federal-gov', ' 171231', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['62', ' Private', ' 244933', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 256908', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 33442', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 126142', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 268222', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 167106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['22', ' Local-gov', ' 50065', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 252529', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 199665', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['47', ' Private', ' 343579', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 190817', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 151089', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 55', ' United-States', ' >50K']\n", - "['46', ' Private', ' 186820', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 210731', ' 7th-8th', ' 4', ' Divorced', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 123816', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 77071', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 2339', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 115085', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 170525', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 209949', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 12', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 34297', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 180985', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' Local-gov', ' 33365', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['20', ' Private', ' 197752', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 180551', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 77975', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 159297', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['48', ' Private', ' 94342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 34180', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 367251', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' Self-emp-inc', ' 172407', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 303462', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 220269', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 45093', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Canada', ' <=50K']\n", - "['34', ' Private', ' 101709', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 219591', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 76625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 342599', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 125846', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['54', ' Local-gov', ' 238257', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 206253', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 172571', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 95165', ' Doctorate', ' 16', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 141181', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 1797', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 267843', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 181382', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 207782', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 103161', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 132320', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 201138', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 239058', ' 12th', ' 8', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 239755', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 176262', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 264738', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 42', ' Germany', ' <=50K']\n", - "['34', ' Private', ' 182218', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 318982', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Private', ' 216666', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['47', ' Private', ' 274200', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 150095', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 192978', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 68021', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 28568', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 115057', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 139568', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 138497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 182460', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 38', ' China', ' >50K']\n", - "['22', ' Private', ' 253310', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 130856', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 389765', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 52781', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 146178', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 231053', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['21', ' ?', ' 145964', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 483450', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 198316', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 160614', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Self-emp-inc', ' 325171', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 172898', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 186473', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 286967', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 111939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['65', ' Federal-gov', ' 325089', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 143582', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 308027', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 105060', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 39643', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 186191', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 50', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 267763', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 124293', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 36271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 143459', ' 9th', ' 5', ' Separated', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 186376', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Self-emp-inc', ' 52822', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 104509', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 184456', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 192302', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 156822', ' 10th', ' 6', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1762', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 214413', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 108574', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 223934', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 200559', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 137722', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 261677', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 136331', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 329993', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 91819', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 201122', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 315423', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 103277', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 236805', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 74883', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['18', ' Private', ' 115443', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 150528', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 43701', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 419053', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 183594', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 390348', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 36989', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 247895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['75', ' Private', ' 191446', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 33521', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['64', ' Private', ' 46087', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 129188', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 5', ' United-States', ' >50K']\n", - "['36', ' Private', ' 356824', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 158746', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 153323', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 130391', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 173613', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 362883', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 182757', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 50397', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 101709', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202570', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['40', ' Private', ' 145649', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 136343', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Self-emp-inc', ' 142166', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 242001', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 127089', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 38', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 124071', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 190368', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 19793', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 67661', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 62278', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 295010', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Private', ' 203897', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['27', ' Private', ' 265314', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 159603', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 134331', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 123011', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' >50K']\n", - "['27', ' Private', ' 274964', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 66309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 73471', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 26671', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 357118', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-inc', ' 184655', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 55492', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 175266', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 188008', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 87284', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 35', ' United-States', ' >50K']\n", - "['46', ' Private', ' 330087', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 56975', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 84', ' ?', ' <=50K']\n", - "['27', ' Private', ' 150025', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['22', ' ?', ' 189203', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 330874', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['23', ' Private', ' 136824', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 201179', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 324654', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['25', ' Federal-gov', ' 366207', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 103860', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 106700', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 163557', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 286261', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 123083', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-inc', ' 125197', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 278073', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 133963', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 71467', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['40', ' Private', ' 76487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 215245', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 127185', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 179720', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 88909', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 341995', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 42', ' United-States', ' >50K']\n", - "['48', ' Private', ' 173938', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 344275', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 150463', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['43', ' Local-gov', ' 209544', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 201723', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 343476', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' Japan', ' >50K']\n", - "['52', ' Self-emp-inc', ' 77392', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 171156', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 357118', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 167749', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 352882', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 70', ' South', ' >50K']\n", - "['25', ' Private', ' 51201', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 365986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 400416', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 31533', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 106900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 42', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 192337', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 118712', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 1504', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 301654', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 145162', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' >50K']\n", - "['20', ' Private', ' 88126', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 9', ' England', ' <=50K']\n", - "['68', ' Private', ' 165017', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['35', ' Private', ' 238342', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 857532', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 134378', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 260797', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 138765', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 256674', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 247444', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['51', ' State-gov', ' 454063', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' Private', ' 180539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 397346', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 107160', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 262024', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 131230', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 274451', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 365986', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 204515', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 99316', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 206681', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 268726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 275395', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 383322', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 126822', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 168355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 162667', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['43', ' Private', ' 373403', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 274562', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 249362', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 111567', ' 9th', ' 5', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['18', ' ?', ' 216508', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 145784', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 209317', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 259505', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 345360', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['43', ' Local-gov', ' 198096', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-inc', ' 33126', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 206354', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 1484705', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 26410', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 220901', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 44671', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 38620', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 89040', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 370160', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 208946', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 131230', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 60358', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 350853', ' 5th-6th', ' 3', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 209782', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 351952', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 142081', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 164775', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['41', ' Local-gov', ' 47858', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 404085', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 218678', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 184655', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 321760', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 185399', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 409200', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 40077', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 31740', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 233722', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 192039', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 222618', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 213646', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 194141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 80282', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 166350', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 60641', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 124827', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 105438', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 85244', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 120535', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 269604', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['27', ' Private', ' 247711', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 380922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 281221', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['23', ' Private', ' 269687', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 181758', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 136787', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 107882', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 172579', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 29933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Federal-gov', ' 38905', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 168826', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 424034', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 117509', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 196971', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 69525', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 374116', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 283913', ' 5th-6th', ' 3', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' England', ' <=50K']\n", - "['36', ' State-gov', ' 147258', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 139903', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 112959', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 264148', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 256211', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 24', ' Vietnam', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 142519', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 281852', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 380543', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 204402', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['50', ' Private', ' 192203', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 199005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Self-emp-inc', ' 61838', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 210095', ' 11th', ' 7', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 187352', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 32451', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 140569', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Private', ' 87556', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 79443', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 212622', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 32650', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 125461', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 219867', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 206609', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 101299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 29437', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 87164', ' 11th', ' 7', ' Widowed', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 146103', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 169324', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' Haiti', ' <=50K']\n", - "['46', ' Private', ' 138370', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1651', ' 40', ' China', ' <=50K']\n", - "['27', ' Private', ' 29523', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 383745', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 247075', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 200967', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 175985', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 189404', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 267661', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 182926', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 243858', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 43587', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 31339', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 204682', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 2174', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['17', ' Private', ' 73145', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 218184', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Local-gov', ' 223237', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 93319', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 212300', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 187356', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 220832', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['22', ' Private', ' 211361', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 134195', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 218249', ' 11th', ' 7', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 70720', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' Self-emp-not-inc', ' 342384', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 2129', ' 55', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 237317', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 359759', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Philippines', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 181758', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['63', ' Self-emp-inc', ' 267101', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 222221', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['53', ' Private', ' 55139', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 220237', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['39', ' Private', ' 101073', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 69884', ' Prof-school', ' 15', ' Married-spouse-absent', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 201127', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 164733', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 129447', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 32837', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 200117', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 219183', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['66', ' ?', ' 188842', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 272669', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' South', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 336188', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 80', ' United-States', ' >50K']\n", - "['68', ' ?', ' 191288', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 176185', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 197728', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 144778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['26', ' ?', ' 133373', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 197399', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['66', ' Private', ' 86010', ' 10th', ' 6', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 228873', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187415', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 112945', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 98361', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['22', ' Private', ' 129172', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 316205', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 226629', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 180886', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 69333', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 213620', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 197397', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 6', ' Puerto-Rico', ' <=50K']\n", - "['19', ' Private', ' 223648', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['27', ' Private', ' 179915', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 339905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 112956', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 421837', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' Mexico', ' >50K']\n", - "['38', ' Private', ' 187999', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 77313', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 231948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 64', ' United-States', ' >50K']\n", - "['37', ' Private', ' 37109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 60', ' Philippines', ' <=50K']\n", - "['29', ' Private', ' 79387', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' ?', ' 133963', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 177937', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Poland', ' <=50K']\n", - "['80', ' Private', ' 173488', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 183355', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 147989', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 289944', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 62278', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 110457', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 295763', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['71', ' State-gov', ' 100063', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 194962', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 227597', ' HS-grad', ' 9', ' Never-married', ' Armed-Forces', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 117606', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['67', ' Federal-gov', ' 44774', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 177648', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 172571', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 54', ' United-States', ' >50K']\n", - "['38', ' ?', ' 203482', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 153931', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 84774', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 157127', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 170786', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 281030', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 203761', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 167405', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Local-gov', ' 188436', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 388849', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 176998', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['57', ' Private', ' 200316', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 160300', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 236684', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['20', ' Local-gov', ' 247794', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 267325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 279490', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['27', ' State-gov', ' 280618', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 248406', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 226494', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 220460', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 108317', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 147256', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 110371', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 114060', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 91', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 31161', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 105862', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['32', ' Private', ' 402089', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 425447', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 137300', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' State-gov', ' 326691', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 275093', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 112497', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 174491', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 114835', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 137898', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 153151', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 4416', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 134886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 193815', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 237833', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 101593', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 164924', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 174201', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 36169', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Private', ' 144071', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 180859', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 221915', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 26892', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 351084', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 97306', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 185027', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 182539', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 215395', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 186434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' ?', ' 217921', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['52', ' Local-gov', ' 346668', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 412952', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 167009', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 316000', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 216256', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 341835', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 169841', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 200681', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 456956', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 276075', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 96657', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 374313', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 110998', ' Masters', ' 14', ' Widowed', ' Tech-support', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['30', ' Private', ' 53285', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['58', ' Private', ' 104613', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' ?', ' 303317', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 298070', ' Assoc-voc', ' 11', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 6723', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 318822', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 375078', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' ?', ' 232799', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 210851', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 213745', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 204447', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 318934', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 237386', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 182629', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' Iran', ' <=50K']\n", - "['43', ' Private', ' 144778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 117166', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 237630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 171550', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 165302', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 42186', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 3464', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 284952', ' 10th', ' 6', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' Italy', ' <=50K']\n", - "['62', ' Private', ' 96099', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 198759', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 227886', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' Jamaica', ' <=50K']\n", - "['32', ' Private', ' 391874', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 184370', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['84', ' Local-gov', ' 135839', ' Assoc-voc', ' 11', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 194698', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['67', ' Local-gov', ' 342175', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2009', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 67218', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 205152', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['23', ' Private', ' 434467', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 110150', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['55', ' ?', ' 123382', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 404573', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 99462', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 170310', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 199883', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 70034', ' 7th-8th', ' 4', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['31', ' Private', ' 393357', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 249043', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 72630', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 223133', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 345969', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' State-gov', ' 195520', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 257942', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 269300', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 137354', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 232997', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['30', ' Private', ' 77266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 164190', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 153536', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 44', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 26832', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 188096', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 369522', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['20', ' Private', ' 110998', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 205152', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' ?', ' 163890', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 358631', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 185354', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 336061', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 47011', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 149949', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 59496', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 32950', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 109912', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 32', ' United-States', ' >50K']\n", - "['24', ' Private', ' 199555', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 91299', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 99359', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 1617', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 242559', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 286391', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 2176', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['82', ' Private', ' 132870', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 4356', ' 18', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 22428', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 239150', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 170563', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 173542', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 286026', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 72887', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 163229', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 165726', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 70055', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 184655', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 139906', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 81', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 198211', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 146540', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 132304', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 190916', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Never-worked', ' 237272', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 755858', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['52', ' Private', ' 127315', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 304302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 184942', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 267989', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 188377', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 221059', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' Other', ' Female', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['26', ' Private', ' 340787', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 140782', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 38', ' United-States', ' >50K']\n", - "['57', ' Private', ' 169071', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 151094', ' Assoc-voc', ' 11', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 122922', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 151141', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 136651', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 177285', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 128016', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 200318', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 250354', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 191069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 27856', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 523484', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Federal-gov', ' 257175', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 174864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 196029', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['45', ' Private', ' 200471', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 353195', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 222868', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 221791', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 197114', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 160220', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 274917', ' Masters', ' 14', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 348460', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 112683', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 345831', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 105370', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 345006', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['55', ' Private', ' 195329', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 2202', ' 0', ' 35', ' Italy', ' <=50K']\n", - "['40', ' Local-gov', ' 108765', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 138022', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 175029', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 189574', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 141409', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 186035', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['39', ' Private', ' 165235', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['22', ' Private', ' 105043', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 230684', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 345705', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 38', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 248584', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 436861', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 200153', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 398625', ' 11th', ' 7', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 114043', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 169544', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 343849', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 162572', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 291578', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 136162', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 376133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 15', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 302612', ' Masters', ' 14', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Local-gov', ' 240166', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 193152', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 248094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 119281', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['73', ' Self-emp-not-inc', ' 300404', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' >50K']\n", - "['21', ' Private', ' 82847', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 161153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['43', ' Federal-gov', ' 287008', ' Masters', ' 14', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['21', ' Private', ' 654141', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 252646', ' Some-college', ' 10', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 171924', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 219742', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 153788', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 60639', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 96062', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['51', ' Private', ' 165614', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' Private', ' 159888', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 110586', ' Some-college', ' 10', ' Widowed', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 143062', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Self-emp-inc', ' 413557', ' 9th', ' 5', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 137658', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 398931', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 311764', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 98725', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 140854', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' Private', ' 97304', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 2346', ' 0', ' 40', ' ?', ' <=50K']\n", - "['26', ' Federal-gov', ' 352768', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' ?', ' 27184', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 237229', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 142494', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 210313', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Guatemala', ' <=50K']\n", - "['38', ' Private', ' 194538', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['37', ' Self-emp-inc', ' 26698', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 44', ' United-States', ' >50K']\n", - "['28', ' Private', ' 211032', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 107909', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 136077', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 184737', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 1721', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 214689', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 147558', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 93793', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 247025', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 284403', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 221977', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Federal-gov', ' 339956', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 161097', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 223696', ' 1st-4th', ' 2', ' Divorced', ' Craft-repair', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 38', ' Dominican-Republic', ' <=50K']\n", - "['31', ' Private', ' 234500', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 97005', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 242615', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 174938', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 160120', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['48', ' Private', ' 193775', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['78', ' Self-emp-not-inc', ' 59583', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 157913', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 308205', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 158506', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 201769', ' 11th', ' 7', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 13550', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 330470', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 184078', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 123384', ' Masters', ' 14', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 330132', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 274720', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['50', ' Private', ' 129673', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Federal-gov', ' 205584', ' 5th-6th', ' 3', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['17', ' Private', ' 327127', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 225892', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['37', ' Private', ' 224886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 27763', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 73684', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['23', ' Private', ' 107452', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 23871', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['79', ' Self-emp-inc', ' 309272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 469864', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 286230', ' 11th', ' 7', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 186308', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 113062', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 86150', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 19', ' Philippines', ' <=50K']\n", - "['41', ' Private', ' 262038', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 279231', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['67', ' ?', ' 188903', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2414', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 183786', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 339358', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 287737', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 99203', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 297449', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 113481', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 204042', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 43387', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' England', ' >50K']\n", - "['37', ' Private', ' 99233', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 313729', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 99679', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 169745', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 19914', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 113543', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 224241', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 137367', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' China', ' <=50K']\n", - "['32', ' Private', ' 263908', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 280798', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 203849', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 62546', ' Doctorate', ' 16', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 197344', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['36', ' Private', ' 93225', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 187560', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 61743', ' 5th-6th', ' 3', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 186648', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 173321', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 246820', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' ?', ' 424034', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 291755', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 104945', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 85423', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' Private', ' 214235', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 278632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 27415', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 143392', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 277408', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 336793', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['36', ' Private', ' 184112', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 74660', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 395026', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 171215', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 121362', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 409200', ' Assoc-acdm', ' 12', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 268965', ' 12th', ' 8', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 136262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 141323', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 108083', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 82210', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 400943', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 308489', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187053', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 75826', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 413345', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 356567', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 223811', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 159313', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 250170', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 135617', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 187346', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 108103', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 255476', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 68577', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 155961', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' Jamaica', ' <=50K']\n", - "['22', ' State-gov', ' 264102', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 39', ' Haiti', ' <=50K']\n", - "['37', ' Private', ' 167777', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 225399', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 199998', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 199856', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 189765', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 193042', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 222810', ' Some-college', ' 10', ' Divorced', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 162595', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 208826', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 120190', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 27242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 348099', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 185041', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 309196', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 254285', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 70', ' Germany', ' >50K']\n", - "['39', ' Self-emp-inc', ' 336226', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 240698', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 411797', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['25', ' Private', ' 178843', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 136177', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 243409', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['43', ' Private', ' 258049', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 53', ' United-States', ' >50K']\n", - "['34', ' Private', ' 164748', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 24185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['30', ' Private', ' 167476', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 106900', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['52', ' Private', ' 53497', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 335704', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 211022', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 163003', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 52', ' Taiwan', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 77146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 67433', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 458549', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 96', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 190469', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 195411', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 216889', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 336007', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 167350', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 241857', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 125892', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 272209', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 175221', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 180195', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 38090', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 310085', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 118686', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 112963', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 120131', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' ?', ' <=50K']\n", - "['19', ' Private', ' 43937', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 210438', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 176724', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 113364', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 73986', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 197932', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 193285', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 223342', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 49749', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 211553', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 201865', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 322143', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 70', ' United-States', ' >50K']\n", - "['55', ' Private', ' 158702', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 2339', ' 45', ' ?', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 275625', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 60', ' South', ' >50K']\n", - "['19', ' Private', ' 206599', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 89813', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Scotland', ' <=50K']\n", - "['25', ' State-gov', ' 156848', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 162494', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 205407', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 375313', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['36', ' Federal-gov', ' 930948', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 6497', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 127895', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 248754', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 188096', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 216811', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 113870', ' Masters', ' 14', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 343052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 280966', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 42044', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 309513', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 163604', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 224198', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 338283', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 242375', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 81286', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 243368', ' Preschool', ' 1', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 217803', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 323020', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 34278', ' Assoc-voc', ' 11', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 184579', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 210781', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 142673', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 131714', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 74784', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 181372', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' >50K']\n", - "['23', ' ?', ' 62507', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 155664', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['39', ' Private', ' 174924', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 113440', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 147227', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 207022', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 123011', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 35', ' United-States', ' >50K']\n", - "['20', ' Private', ' 184678', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 182437', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 98639', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 174201', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 123780', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 374116', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 212005', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 123965', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 242619', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 138502', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['27', ' Private', ' 113635', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Ireland', ' <=50K']\n", - "['62', ' Private', ' 664366', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['53', ' Private', ' 218311', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 278557', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 314773', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 194861', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 400616', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 208117', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 184498', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 117674', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' Private', ' 162621', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 368739', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 196994', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 420629', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-inc', ' 245491', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 276456', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 30', ' United-States', ' >50K']\n", - "['76', ' Local-gov', ' 169133', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 99307', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 120131', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Self-emp-inc', ' 456236', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 107123', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 125461', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 4650', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 36924', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 167065', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 53642', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 154668', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 102238', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 54595', ' 10th', ' 6', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 152951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 257042', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 74243', ' Assoc-voc', ' 11', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 149049', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 117186', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 178322', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 286911', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 203635', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 177271', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 149427', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 101656', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['41', ' Private', ' 274363', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 42', ' United-States', ' >50K']\n", - "['25', ' Private', ' 241025', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 338836', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 210534', ' 5th-6th', ' 3', ' Separated', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['28', ' Private', ' 95725', ' Assoc-voc', ' 11', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' ?', ' 178013', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' Cuba', ' <=50K']\n", - "['53', ' Federal-gov', ' 167410', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 158162', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 241935', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Federal-gov', ' 406955', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 341762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 239303', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['30', ' Private', ' 38848', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 54744', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 332194', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 154950', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 196342', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 201292', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 339767', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' England', ' >50K']\n", - "['26', ' Private', ' 250066', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 318886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 124076', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 242122', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 34019', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 230754', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 213842', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 196386', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 62165', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['34', ' Private', ' 134737', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 515629', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 119199', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 90222', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 28443', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 159442', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['54', ' Private', ' 315804', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 135840', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Private', ' 81232', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['43', ' Private', ' 118001', ' 7th-8th', ' 4', ' Separated', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 207875', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 164898', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 170066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['47', ' Private', ' 111994', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 166636', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 61737', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 241885', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 234190', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 230899', ' 5th-6th', ' 3', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 114158', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 24', ' United-States', ' >50K']\n", - "['28', ' Private', ' 222442', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' Cuba', ' <=50K']\n", - "['27', ' Private', ' 157612', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 199903', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 292627', ' 1st-4th', ' 2', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 156687', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 42', ' Japan', ' <=50K']\n", - "['27', ' Private', ' 369522', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 226297', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 356017', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 189257', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 157541', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 69251', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['38', ' State-gov', ' 272944', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 113667', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 222011', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 191196', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Private', ' 169104', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 146679', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 226985', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 153066', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' ?', ' 159303', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 200109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' White', ' Female', ' 4508', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' State-gov', ' 109445', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 99491', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 172571', ' Assoc-voc', ' 11', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 143582', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['32', ' Private', ' 207113', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 192712', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 154297', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 238913', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 110402', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 207213', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 606111', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' Germany', ' >50K']\n", - "['26', ' Private', ' 34112', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 119156', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 249787', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 153516', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 260754', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 155621', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' Columbia', ' <=50K']\n", - "['36', ' Private', ' 33983', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['23', ' Private', ' 306601', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 270075', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 109430', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 187115', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 463667', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 52262', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 144064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 147821', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['62', ' ?', ' 232719', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 268620', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 81132', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['31', ' Private', ' 323069', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 880', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 242984', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-inc', ' 172684', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' Mexico', ' >50K']\n", - "['42', ' Private', ' 103932', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 431637', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 188942', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['53', ' Federal-gov', ' 170354', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 28518', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 193380', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 175942', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 53956', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 120773', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 96219', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 104164', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 190429', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 243030', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 228660', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 368757', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 220563', ' 12th', ' 8', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 233571', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['39', ' Private', ' 187847', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 84298', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 254303', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 109611', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' Portugal', ' <=50K']\n", - "['50', ' Private', ' 189183', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 206951', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 282882', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 377061', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 209906', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['53', ' Local-gov', ' 176059', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 279015', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 70', ' Taiwan', ' >50K']\n", - "['21', ' Private', ' 347292', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 277314', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 29887', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 341439', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 209460', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 47', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 114263', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Hungary', ' >50K']\n", - "['59', ' Private', ' 230899', ' 9th', ' 5', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 271767', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 20956', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 39986', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Local-gov', ' 45784', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 126991', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 234648', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 207676', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 413345', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 122033', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 169611', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 90363', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 372636', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 340917', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 34273', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 36', ' Canada', ' <=50K']\n", - "['25', ' Private', ' 161027', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 99844', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 207685', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 74680', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Self-emp-inc', ' 334273', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['30', ' Private', ' 36069', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 100563', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 174308', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 109413', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 212600', ' Some-college', ' 10', ' Separated', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 271710', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 230816', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 103277', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 318947', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 187167', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 204742', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 282062', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 283510', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 280093', ' 11th', ' 7', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 202729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 205950', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 392286', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 119207', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 195554', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 173005', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 192862', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 164712', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 195808', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 199444', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 126346', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 177675', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 50341', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 237943', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 1726', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 126945', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 92061', ' HS-grad', ' 9', ' Widowed', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 109938', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['41', ' Private', ' 267252', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 174704', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 124771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 200603', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 165827', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 301199', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 215790', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 87556', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['21', ' Private', ' 111467', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 82646', ' Doctorate', ' 16', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 162282', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 239074', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 214925', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 194247', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 211531', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 223267', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 201635', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 188738', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 133055', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 61761', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 103344', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 109814', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 225294', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 97277', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['52', ' Private', ' 146711', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 286452', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 20308', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 224203', ' Some-college', ' 10', ' Widowed', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 225978', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 237720', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 156743', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 76', ' United-States', ' >50K']\n", - "['31', ' Private', ' 509364', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 144351', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 375515', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 103529', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['25', ' Private', ' 199472', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 348152', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 221166', ' 9th', ' 5', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 341762', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['17', ' ?', ' 634226', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 159449', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 110238', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 458558', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Federal-gov', ' 340217', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 155106', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 90523', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 122756', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 293828', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['48', ' Private', ' 299291', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 483261', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 122038', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 160647', ' Bachelors', ' 13', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 106541', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 126945', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 188505', ' Bachelors', ' 13', ' Married-AF-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 377850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 193586', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 315417', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 57233', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Private', ' 195253', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 172991', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 223215', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 95799', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 213385', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 202467', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 145574', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 34095', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 147548', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 105216', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 77760', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 167990', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['44', ' Private', ' 167005', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['51', ' Private', ' 108435', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' >50K']\n", - "['55', ' Private', ' 56645', ' Bachelors', ' 13', ' Widowed', ' Farming-fishing', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 304973', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 78', ' United-States', ' >50K']\n", - "['32', ' Private', ' 42596', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 220641', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 101452', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' England', ' >50K']\n", - "['35', ' Private', ' 188888', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 168790', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 98361', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 401762', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 160187', ' Masters', ' 14', ' Widowed', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 203715', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 144351', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 420749', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Germany', ' <=50K']\n", - "['51', ' Private', ' 106151', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 362482', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 38151', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 42706', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 126199', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 1831', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 165510', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 216068', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 215624', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['40', ' Private', ' 239708', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 199378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 230420', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 395022', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 338620', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['62', ' Private', ' 210142', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 446358', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['47', ' Local-gov', ' 352614', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 293528', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 55395', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 128538', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 428405', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 126838', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 136836', ' Assoc-acdm', ' 12', ' Divorced', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 105838', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 139903', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 106103', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 186824', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 350387', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 142912', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 321403', ' 9th', ' 5', ' Separated', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 114937', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['34', ' ?', ' 286689', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 147258', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 451996', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 149833', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 211968', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 287908', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 166549', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 25216', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 286452', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 3418', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 162034', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 186932', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 75', ' United-States', ' >50K']\n", - "['34', ' Private', ' 82938', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 122048', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 118710', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 243226', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 268514', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 365289', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 165365', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 2885', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['20', ' Private', ' 219266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' ?', ' <=50K']\n", - "['24', ' Private', ' 283757', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 206553', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 113364', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 328949', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 83930', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 325355', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 131852', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 119506', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 100818', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 162302', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 182211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['19', ' Self-emp-not-inc', ' 194205', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 141040', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 346033', ' 9th', ' 5', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 177125', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 241174', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['57', ' Local-gov', ' 130532', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 168496', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 362787', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 244771', ' 11th', ' 7', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 48123', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 173858', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' South', ' >50K']\n", - "['32', ' Private', ' 207201', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 37933', ' 12th', ' 8', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 33323', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 175943', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 35', ' United-States', ' >50K']\n", - "['66', ' ?', ' 306178', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 2050', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Local-gov', ' 229110', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 113511', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 333677', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 236021', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['20', ' ?', ' 371089', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 115023', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' State-gov', ' 133586', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 91137', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 105598', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 352812', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 204829', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 247733', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 370585', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 103257', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 178915', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 54260', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 55395', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 233511', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['49', ' Private', ' 318331', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 195985', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 38876', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 81413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 172618', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 174717', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' Private', ' 224984', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 15831', ' 0', ' 16', ' Germany', ' >50K']\n", - "['61', ' Private', ' 423297', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 88856', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 169104', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 16', ' Philippines', ' <=50K']\n", - "['35', ' Federal-gov', ' 39207', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 340018', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 30796', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 155403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 238092', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 225605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 289148', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 339863', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 178778', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['29', ' Private', ' 568490', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 129345', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 447882', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 314165', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 382859', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' State-gov', ' 82504', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 149700', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 209844', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 62546', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 228686', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 326587', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 202091', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 310774', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 450246', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 84375', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 142444', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['26', ' Private', ' 82246', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 38', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 192766', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 53109', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 121836', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 298130', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 135645', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 265275', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 410114', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Without-pay', ' 232719', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 167716', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 107627', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 129674', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 114053', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 202560', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 219902', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 192654', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 238966', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 112942', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 153484', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 161874', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 260106', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 240374', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' ?', ' 251612', ' 5th-6th', ' 3', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['53', ' Private', ' 223696', ' 12th', ' 8', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 56', ' Dominican-Republic', ' <=50K']\n", - "['52', ' Private', ' 176134', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 186959', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 456236', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 98948', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 166662', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 448626', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 167482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 189792', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 399052', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 104196', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 152752', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 268545', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 148532', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 281784', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 1564', ' 52', ' United-States', ' >50K']\n", - "['24', ' Private', ' 225724', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 200192', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 170850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Federal-gov', ' 224858', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['61', ' State-gov', ' 159908', ' 11th', ' 7', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['31', ' Private', ' 115488', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 1268339', ' HS-grad', ' 9', ' Married-spouse-absent', ' Tech-support', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 195755', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 186272', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 181388', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 177181', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 91488', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 230961', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 309955', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2174', ' 50', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 63042', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 29814', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 116230', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' ?', ' 167678', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 22', ' Ecuador', ' <=50K']\n", - "['28', ' Private', ' 191088', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 63814', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 285865', ' Assoc-acdm', ' 12', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 160776', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' France', ' <=50K']\n", - "['50', ' Federal-gov', ' 299831', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 880', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 162741', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 204990', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 33', ' Jamaica', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 171315', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 296462', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 103860', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 159816', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 35', ' United-States', ' >50K']\n", - "['51', ' Private', ' 96586', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 202720', ' 9th', ' 5', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 75', ' Haiti', ' <=50K']\n", - "['34', ' Private', ' 202822', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 379883', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['68', ' ?', ' 123464', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 294121', ' Assoc-acdm', ' 12', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 179981', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 234387', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 154537', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 125856', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 156015', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 116632', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 124963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 115215', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 254905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 195532', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 190067', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 1564', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 181828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['32', ' Private', ' 203674', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 880', ' 36', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 322585', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 246262', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Local-gov', ' 211129', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' ?', ' <=50K']\n", - "['49', ' Private', ' 139268', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 188540', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 251167', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 94809', ' Some-college', ' 10', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 265038', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['48', ' Private', ' 182566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 220109', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 44', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 208470', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 28683', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 233571', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 24562', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 36364', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2267', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 168569', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 167098', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 271579', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 191355', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 31659', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 83411', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 40856', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['58', ' Private', ' 115605', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 132326', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 220213', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 172511', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 156745', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 218916', ' Prof-school', ' 15', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 306114', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 196675', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 73411', ' Prof-school', ' 15', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 184659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' ?', ' 75890', ' Some-college', ' 10', ' Widowed', ' ?', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 320451', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 65', ' Hong', ' >50K']\n", - "['33', ' Private', ' 172498', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 131588', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 124520', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 93806', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 173192', ' Assoc-voc', ' 11', ' Separated', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 198554', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 26502', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['56', ' Private', ' 225267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 150042', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 211319', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 208358', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 58115', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 219267', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 129573', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 27834', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 415037', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['52', ' Private', ' 191529', ' Bachelors', ' 13', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['84', ' Private', ' 132806', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 137059', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 102308', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 164309', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 40955', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['66', ' Private', ' 141085', ' HS-grad', ' 9', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['62', ' Federal-gov', ' 258124', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['31', ' Private', ' 467579', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 145139', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 231141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 146674', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['27', ' Private', ' 242207', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' ?', ' 102541', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 135416', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 267284', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 130812', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 183765', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['45', ' Local-gov', ' 188823', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 200593', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 124094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['21', ' Private', ' 50411', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 101689', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 73091', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 1876', ' 50', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 107801', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 176969', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 342709', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 368561', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 26915', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['57', ' Private', ' 157974', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 109832', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-inc', ' 116358', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 40', ' ?', ' >50K']\n", - "['68', ' Self-emp-not-inc', ' 195881', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2414', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 183000', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['22', ' Without-pay', ' 302347', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 4416', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 151463', ' 11th', ' 7', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 217200', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 31740', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['56', ' Private', ' 35520', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 369843', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 199227', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 144711', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1721', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 382802', ' 10th', ' 6', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 254781', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 70657', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 50791', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 222162', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 94606', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 104196', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 455995', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 166210', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 198986', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Self-emp-inc', ' 292465', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 99388', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['38', ' Private', ' 698363', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 154940', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 401998', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 162825', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 271795', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 134671', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 87583', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 248619', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 130200', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 178922', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 51985', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 125933', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 104280', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['27', ' Private', ' 617860', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 122112', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 181758', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 223671', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 140117', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 107458', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 215948', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['44', ' Federal-gov', ' 306440', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 615893', ' Masters', ' 14', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 201186', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 37210', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 196084', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 166181', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 291096', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 232841', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 131982', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 408788', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-inc', ' 42924', ' Doctorate', ' 16', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 181091', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 200246', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 282023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 128990', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 106838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 144750', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 108140', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 103323', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 268022', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['58', ' Private', ' 197114', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 191628', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 176118', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 42401', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 322385', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 123011', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 210945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 130620', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' >50K']\n", - "['26', ' Private', ' 248990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 132705', ' 9th', ' 5', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 94892', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 141858', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 81232', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 114561', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 36', ' Philippines', ' >50K']\n", - "['45', ' Local-gov', ' 191776', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 128354', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 37088', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 414812', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 156799', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 33983', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Self-emp-not-inc', ' 194995', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 73431', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 155664', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 70', ' United-States', ' >50K']\n", - "['27', ' ?', ' 182386', ' 11th', ' 7', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 281074', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1092', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 248346', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 167482', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 171088', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 211763', ' Doctorate', ' 16', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['20', ' Private', ' 122166', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 370119', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 138940', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 174575', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['67', ' Private', ' 101132', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 1797', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 292307', ' Bachelors', ' 13', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 248776', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 314007', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 213226', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 35', ' ?', ' <=50K']\n", - "['36', ' Private', ' 76845', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 148320', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 54261', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 223352', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 1055', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 211013', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 209833', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 356272', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 143538', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 242960', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 263871', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 151105', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 207685', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 55', ' England', ' >50K']\n", - "['49', ' Local-gov', ' 46537', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 594', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 84324', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 224716', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 186269', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 143731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['39', ' Private', ' 236391', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 54560', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 266325', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 42900', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' State-gov', ' 183710', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 278254', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 119992', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 284329', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['55', ' Private', ' 368727', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 353696', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 31387', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 2885', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 110931', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 169532', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 285522', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 198774', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 123291', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 146110', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 29814', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 195595', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['44', ' Private', ' 92649', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 290688', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['43', ' Private', ' 427382', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' State-gov', ' 234854', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 276568', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 250038', ' Masters', ' 14', ' Married-civ-spouse', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 150861', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 87205', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' England', ' <=50K']\n", - "['47', ' Private', ' 343579', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 94401', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 120238', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' Poland', ' >50K']\n", - "['27', ' Private', ' 205440', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 198996', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 294253', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 256628', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 223131', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 207301', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 270460', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 125457', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 212856', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 197389', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 73338', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 68037', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 185027', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 107123', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 109482', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 98', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 174543', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 208407', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 30', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 211584', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 108540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 202416', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 160155', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 176178', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 265148', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 38', ' Jamaica', ' <=50K']\n", - "['34', ' Private', ' 220631', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 303692', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 135845', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 199915', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 150533', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 85482', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 24473', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 272944', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' ?', ' 82077', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 194895', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 314153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 176253', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 113959', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 167581', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 79586', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['40', ' Private', ' 166662', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Private', ' 72896', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 345730', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 302473', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 42346', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 243921', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 131620', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['47', ' Private', ' 158924', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-not-inc', ' 32921', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 252897', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 155657', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 155106', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 82775', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 26248', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['90', ' Private', ' 88991', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['62', ' Federal-gov', ' 125155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 218039', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 53524', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 259352', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 296453', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 278915', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 565313', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 2202', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 274103', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 271118', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 207107', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 2080', ' 40', ' Philippines', ' <=50K']\n", - "['26', ' Local-gov', ' 138597', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 180985', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Self-emp-not-inc', ' 159939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 110920', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 34862', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 1564', ' 60', ' United-States', ' >50K']\n", - "['22', ' Local-gov', ' 163205', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 110003', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 229051', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 144898', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 211596', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 48458', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 1669', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 201393', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 136450', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['23', ' Private', ' 193586', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 91189', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 227832', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 271936', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 61343', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 157778', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['23', ' Private', ' 201680', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 228320', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['72', ' Private', ' 33404', ' 10th', ' 6', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 103205', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 279029', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 213092', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 126104', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1980', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 119124', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 31924', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 253799', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['52', ' Private', ' 266138', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['65', ' Private', ' 185001', ' 10th', ' 6', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 34102', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 115214', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 6497', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 289484', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 287908', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 158284', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 60668', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['43', ' State-gov', ' 222978', ' Doctorate', ' 16', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 244605', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 150601', ' 10th', ' 6', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 3770', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 199143', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 131681', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 346406', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 391122', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 280344', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 188809', ' Doctorate', ' 16', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 277488', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 181561', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 158545', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 313573', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 591711', ' Some-college', ' 10', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['41', ' Private', ' 268183', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 392286', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 233312', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 520231', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 186831', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 141085', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 198019', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 198660', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 409230', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['38', ' Private', ' 376025', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 80167', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 99357', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 1506', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 82847', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' Portugal', ' >50K']\n", - "['24', ' Private', ' 22201', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Thailand', ' <=50K']\n", - "['38', ' Private', ' 275223', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 117595', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 207668', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 179981', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 192583', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 66304', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 200671', ' Bachelors', ' 13', ' Divorced', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 6497', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 32365', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 28497', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 222978', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1504', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 160261', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['48', ' Private', ' 120724', ' 12th', ' 8', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 91733', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 146929', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 205706', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 181666', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 279452', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 207568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['38', ' Private', ' 22494', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 7443', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 210026', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 190889', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Private', ' 109869', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 285263', ' 9th', ' 5', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 192588', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 232945', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 31339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 305147', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 188914', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 141165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-inc', ' 136218', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 371382', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 199177', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 221366', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 403671', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 193871', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 306183', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 159938', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 124194', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 69847', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 169323', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 172327', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 118889', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 166220', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 186420', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192779', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 105616', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 141113', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 160275', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 164507', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['41', ' Private', ' 207578', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' India', ' >50K']\n", - "['55', ' Private', ' 314592', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' ?', ' 254630', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 159522', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 2964', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 112130', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 192835', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 206280', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 308861', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 93206', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 65', ' United-States', ' >50K']\n", - "['40', ' Private', ' 206066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 309895', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 216129', ' Some-college', ' 10', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 287420', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 163595', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 170092', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 287031', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 75', ' United-States', ' >50K']\n", - "['42', ' Private', ' 59474', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 99151', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 206888', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 177119', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' ?', ' <=50K']\n", - "['22', ' Private', ' 173736', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 182163', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['45', ' Local-gov', ' 311080', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 389857', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 297152', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 130534', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 137301', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 316235', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 32922', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 118303', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['18', ' Private', ' 188241', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 236731', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['39', ' Private', ' 209397', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 290640', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 221915', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 175246', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Private', ' 159724', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 160369', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 461337', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 187311', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 29312', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 197365', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 301747', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 135439', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 340917', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 155057', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' ?', ' 200749', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 323627', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 154921', ' 5th-6th', ' 3', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 131425', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 184242', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 149769', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['44', ' Private', ' 124924', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 253003', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 250976', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 104196', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 250182', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 188331', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 187322', ' Bachelors', ' 13', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 130714', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 40955', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 107125', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['51', ' Private', ' 145714', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' ?', ' >50K']\n", - "['27', ' Private', ' 133937', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 293485', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' ?', ' 203260', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 143368', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 51789', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 211049', ' 7th-8th', ' 4', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 81794', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 139193', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 48', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 150999', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 332657', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 240043', ' 10th', ' 6', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 186188', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' Iran', ' <=50K']\n", - "['58', ' State-gov', ' 223400', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['59', ' Local-gov', ' 102442', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 236599', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 283237', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 150106', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102076', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 374764', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 32528', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Federal-gov', ' 50053', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 212864', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 30673', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['69', ' ?', ' 248248', ' 1st-4th', ' 2', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 34', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 419554', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 177216', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 118158', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116391', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['74', ' Private', ' 194312', ' 9th', ' 5', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' ?', ' <=50K']\n", - "['43', ' Private', ' 111895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 193290', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1721', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 287988', ' Bachelors', ' 13', ' Never-married', ' Armed-Forces', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 147653', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 117674', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 187458', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 410351', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 207578', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' ?', ' 55621', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 271243', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['30', ' Private', ' 188798', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 168656', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['33', ' Private', ' 460408', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 241885', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 133061', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 194097', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 219137', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 31621', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 207685', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 57052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 109854', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 369678', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 53611', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 344916', ' Assoc-acdm', ' 12', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 198813', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 180733', ' Masters', ' 14', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 188073', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 159077', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 174829', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 142791', ' 7th-8th', ' 4', ' Widowed', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 1602', ' 3', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 43221', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 188736', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 20', ' Columbia', ' <=50K']\n", - "['33', ' Local-gov', ' 222654', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 66', ' ?', ' <=50K']\n", - "['56', ' Private', ' 251836', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['40', ' Federal-gov', ' 112388', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 209641', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 313945', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['19', ' ?', ' 134974', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 152742', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 153291', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 353432', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 96635', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 202560', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 150057', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 114844', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 132847', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 41356', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 93705', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 309350', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 123084', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 174662', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['62', ' Federal-gov', ' 177295', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 211880', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 454915', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 232475', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 244605', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 150876', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['51', ' Private', ' 257337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 329144', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 116960', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' Private', ' 267663', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 47871', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 295922', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['45', ' Private', ' 175625', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 129586', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 190179', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 168071', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 202027', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 202662', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 101436', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 119234', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 360743', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Local-gov', ' 93272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 145574', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 101722', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 3908', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 135785', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 218415', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 127709', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 448337', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 310320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 251521', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 255503', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 116608', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 71009', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['22', ' Private', ' 174975', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 108023', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 204018', ' 11th', ' 7', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 366563', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 121846', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 278139', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3432', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 114691', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 536725', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' Japan', ' <=50K']\n", - "['51', ' Private', ' 94432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 286002', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' Nicaragua', ' <=50K']\n", - "['47', ' Private', ' 101684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 352834', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['36', ' Private', ' 99146', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 231413', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 158846', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 190786', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 306513', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 152148', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 309580', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 130832', ' Bachelors', ' 13', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 194897', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 130078', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 39986', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 379198', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Private', ' 189762', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' >50K']\n", - "['19', ' Private', ' 178147', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 332379', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 175759', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' ?', ' 262062', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 275446', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 278522', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 54683', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 136107', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 205894', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 210736', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 166634', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 185283', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 180553', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 199058', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['18', ' Private', ' 145005', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 184655', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 358554', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 307423', ' 9th', ' 5', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 472070', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 115562', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 32446', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 33121', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 183345', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 119793', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 97883', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 31732', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 206250', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 103323', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 135436', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 376455', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 160703', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 131699', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 243842', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 349910', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 170262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 38', ' United-States', ' >50K']\n", - "['33', ' Private', ' 184306', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 224202', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 151540', ' 11th', ' 7', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 231197', ' 10th', ' 6', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 279968', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 162651', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 130126', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 160120', ' Doctorate', ' 16', ' Divorced', ' Adm-clerical', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['56', ' Private', ' 161662', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 201664', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 137142', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 122206', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 183169', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 126513', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['35', ' Federal-gov', ' 185053', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 408427', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 198581', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 199198', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 184306', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 1980', ' 60', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 172740', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 205153', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 164964', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 162606', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 179627', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 103408', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['27', ' Private', ' 36440', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 57512', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 187981', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 393768', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 108726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 180551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 176240', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 70720', ' 12th', ' 8', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 35890', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 283676', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 105540', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 408717', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 3674', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 57916', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 177974', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 177304', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['18', ' Private', ' 115839', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 205256', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 117802', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['19', ' Private', ' 211355', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 173243', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 343200', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 401690', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 196123', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 168981', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 14084', ' 0', ' 50', ' United-States', ' >50K']\n", - "['83', ' Self-emp-not-inc', ' 213866', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 55176', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 153976', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 119176', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 169117', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 156550', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 109609', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 26698', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 236497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['33', ' State-gov', ' 306309', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 242773', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 124680', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 43909', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 112820', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 2463', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 148300', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 133449', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 263670', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 276494', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 190115', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 317479', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 151248', ' Some-college', ' 10', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 130532', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['61', ' Private', ' 160062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 299635', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 171225', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['51', ' Private', ' 33304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 95634', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['20', ' Private', ' 243878', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 181721', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 201435', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 334032', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 220019', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 71772', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 27661', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 191411', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' India', ' <=50K']\n", - "['39', ' Private', ' 123945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 37778', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 171216', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 93955', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 163809', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 346754', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 188436', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 72443', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1669', ' 60', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 186350', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['22', ' ?', ' 214238', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' State-gov', ' 394860', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 262642', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 125550', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 192504', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 131310', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 249322', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 172755', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 209993', ' 11th', ' 7', ' Separated', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 166961', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 315291', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 284703', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 166565', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 173854', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 189219', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 210781', ' Bachelors', ' 13', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' France', ' <=50K']\n", - "['59', ' Local-gov', ' 171328', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Other-relative', ' Black', ' Female', ' 0', ' 2339', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 199832', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 251292', ' 5th-6th', ' 3', ' Separated', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' Cuba', ' <=50K']\n", - "['61', ' Private', ' 122246', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 190767', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 278736', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['53', ' Private', ' 124963', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 167476', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 246104', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 171615', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 264095', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 24', ' Cuba', ' >50K']\n", - "['46', ' Private', ' 177114', ' Assoc-acdm', ' 12', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 146154', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 198196', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 79712', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 154785', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 182423', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 347292', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 118584', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 219835', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['17', ' ?', ' 148769', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 197418', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 253190', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 192273', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 129573', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 173807', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 217893', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 102938', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 407495', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['25', ' Private', ' 50053', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['57', ' Private', ' 233382', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['32', ' Private', ' 270968', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 272166', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 199915', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 305781', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 107682', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 188507', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['18', ' ?', ' 28311', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 197069', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 177839', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 77665', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 127728', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' ?', ' 172175', ' Doctorate', ' 16', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 106742', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 192838', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 79531', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['21', ' State-gov', ' 337766', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 33234', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 34088', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 176904', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 172148', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 199058', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 48093', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 143664', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 168337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['43', ' Private', ' 195212', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['39', ' Private', ' 230329', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['42', ' Private', ' 376072', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 430175', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 240628', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 2354', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 158294', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 80', ' United-States', ' >50K']\n", - "['55', ' Private', ' 28735', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 167482', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 113203', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 103948', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 310525', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 105138', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 153489', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 254949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 118149', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 267965', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 50646', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 147700', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 446771', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 168262', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 117058', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 140957', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['35', ' Private', ' 186126', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' ?', ' <=50K']\n", - "['49', ' Private', ' 268234', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 485117', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 31350', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' England', ' <=50K']\n", - "['36', ' State-gov', ' 210830', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 196420', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 172165', ' 10th', ' 6', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 186565', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 119359', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 109684', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 169589', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 125421', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 500002', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 224141', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 113290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 123992', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 58098', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 37672', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 198145', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Federal-gov', ' 35406', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 199419', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 145441', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['58', ' Private', ' 238438', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 212954', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 56582', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['67', ' Local-gov', ' 176931', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 188571', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 312500', ' Assoc-voc', ' 11', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 278404', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 114225', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 184016', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 183009', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 205759', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 462294', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 102085', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 83311', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['39', ' Private', ' 248694', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 190747', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 162988', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 156890', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 310380', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 172186', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 311497', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 443508', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 152156', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155890', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 312528', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 282744', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['27', ' Private', ' 205145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 119918', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['22', ' Private', ' 401451', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['72', ' ?', ' 173427', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['25', ' Private', ' 189027', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 35551', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['23', ' Private', ' 42706', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 106910', ' 5th-6th', ' 3', ' Widowed', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 19', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 53245', ' 9th', ' 5', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 221672', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['75', ' Private', ' 71898', ' Preschool', ' 1', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 48', ' Philippines', ' <=50K']\n", - "['52', ' Private', ' 222107', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 277588', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 178983', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['40', ' Federal-gov', ' 391744', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 418020', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' State-gov', ' 39236', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 86808', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 147640', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 184756', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 191256', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 105943', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 101272', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 175023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-not-inc', ' 357612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 82777', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 218521', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 179534', ' 11th', ' 7', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 33339', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 148549', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 56', ' United-States', ' >50K']\n", - "['31', ' Private', ' 198069', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 236586', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Local-gov', ' 167261', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 160942', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 107584', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 251854', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['79', ' ?', ' 163140', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 302579', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 64632', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 83141', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 326048', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 83471', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 170070', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 207875', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Private', ' 119722', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 335665', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 212522', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 42069', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 131777', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 236396', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 159911', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 133833', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 226947', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 174201', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 49707', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 201988', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 162347', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' >50K']\n", - "['30', ' Private', ' 182833', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 383603', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 70466', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 184846', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 176756', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 112512', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 137296', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 37821', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 295108', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 408717', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 255635', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 177783', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 179400', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2290', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 240283', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 410034', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 180667', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 196332', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 159187', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 225065', ' Preschool', ' 1', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 178147', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 272669', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 347491', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 146399', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 75167', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 133373', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 84737', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['18', ' Private', ' 96483', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 368005', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 36032', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 174215', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 228772', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 242912', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 86701', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['35', ' Private', ' 166549', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 121622', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 1380', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 201613', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 29874', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 168138', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 162404', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 162160', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['26', ' Private', ' 139116', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 192381', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 370585', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 151038', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 36311', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 35', ' United-States', ' >50K']\n", - "['34', ' Private', ' 271933', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 182401', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 234743', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 182140', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 215591', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 96459', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 205562', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 188081', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' State-gov', ' 121245', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 127273', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 114345', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 914', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 341227', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 166893', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' ?', ' 65730', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 145231', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 1762', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 102510', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 99', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 285335', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 177087', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 240504', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 218490', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 384651', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 189551', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 194791', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 194630', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 177647', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 51620', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 251421', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 180477', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 391736', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 170091', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 175360', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 276153', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 105788', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 248476', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['32', ' Private', ' 168443', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 120201', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 114678', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 167440', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 265266', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['31', ' Private', ' 212235', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 44671', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 87282', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 112754', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 60', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 322238', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 65382', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 115176', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 162236', ' Masters', ' 14', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['42', ' Private', ' 409902', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 204062', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['35', ' Private', ' 283305', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 435638', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 114733', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 162343', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 195981', ' HS-grad', ' 9', ' Widowed', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 79531', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 395078', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 159641', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 159567', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 133917', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['52', ' Private', ' 196894', ' 11th', ' 7', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 132879', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 190290', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 102828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 128493', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 290677', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 283757', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 169104', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['51', ' Private', ' 171409', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 319165', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 203182', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 211968', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 215384', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1974', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 166666', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 156566', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 140564', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Local-gov', ' 322208', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 420277', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 123430', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' Mexico', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 151584', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 348960', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 168232', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 201699', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 511517', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 118001', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 193961', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['21', ' Private', ' 32732', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 223548', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 389932', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 102345', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 107584', ' Some-college', ' 10', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 34321', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 39478', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 276221', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' Self-emp-inc', ' 385242', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Private', ' 235646', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 123306', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 38573', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 216889', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 386705', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 249585', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 47276', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 162758', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 146497', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 190765', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 186314', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 213615', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 162322', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 115932', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 392694', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 143517', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 123429', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Italy', ' >50K']\n", - "['53', ' Private', ' 254285', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 238311', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['49', ' Private', ' 281647', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 75167', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 252862', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 199240', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' England', ' <=50K']\n", - "['43', ' Private', ' 145762', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 142443', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 99361', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 105138', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 183171', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 1055', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 151866', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 297261', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 148998', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 143046', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 183850', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 248841', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 198452', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 161092', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 112497', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 155963', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 147560', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 376393', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 151790', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 438139', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 163911', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 214896', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 102821', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 90021', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 77085', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' >50K']\n", - "['42', ' Private', ' 158555', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 28160', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 462255', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 144949', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 116207', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 187308', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 189890', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 185267', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 63434', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 1366120', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 495061', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 134886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 1740', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 129707', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' ?', ' 181337', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 74784', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 44392', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 406641', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 89041', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['36', ' ?', ' 139770', ' Some-college', ' 10', ' Divorced', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 180212', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 338212', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 178472', ' 9th', ' 5', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 384236', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 168470', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 80485', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 181705', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 216867', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['43', ' Federal-gov', ' 214541', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 383239', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 70034', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' ?', ' 266287', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 128485', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['81', ' ?', ' 89015', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 106740', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 167527', ' 11th', ' 7', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 19302', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 210150', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 179824', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 420351', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 215443', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 116044', ' 11th', ' 7', ' Separated', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 2907', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 215306', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['39', ' Private', ' 108069', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 260046', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 31053', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 362302', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 87205', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 191703', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 242968', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['23', ' Local-gov', ' 185575', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 177858', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 73585', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 301802', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Self-emp-inc', ' 108467', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 431245', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 157217', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 204935', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 277112', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 59145', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['30', ' Local-gov', ' 159773', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 118793', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['26', ' State-gov', ' 152457', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 187901', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1504', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 266529', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 256179', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 113756', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 83444', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['37', ' Self-emp-inc', ' 30529', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 50', ' United-States', ' >50K']\n", - "['51', ' ?', ' 146325', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 198825', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 71489', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 111218', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 221626', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 203482', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 352196', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 355918', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 168262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 182615', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 211482', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 386370', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 85077', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 20', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 180010', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Without-pay', ' 142210', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 415706', ' 5th-6th', ' 3', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 237731', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 343506', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 116163', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' France', ' <=50K']\n", - "['66', ' ?', ' 206560', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['55', ' State-gov', ' 153451', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 301862', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 33429', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 169583', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 146497', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' Germany', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 383384', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 240809', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 203763', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 218785', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 381741', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 1721', ' 20', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 244602', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 175696', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 101027', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 99270', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 224393', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' Private', ' 192381', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 131686', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 84390', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 277533', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 72880', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 149646', ' Some-college', ' 10', ' Divorced', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['49', ' Private', ' 209057', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 108909', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 74949', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 235639', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 137421', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 37', ' Hong', ' <=50K']\n", - "['53', ' Private', ' 122412', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 434894', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 379959', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 95885', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 13550', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Private', ' 225330', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' Poland', ' >50K']\n", - "['40', ' Private', ' 32627', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 65171', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 193380', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 184823', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 81259', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 301369', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 190968', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 196610', ' 7th-8th', ' 4', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 6097', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 330715', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 77698', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 139770', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 109053', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 312653', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 193260', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['35', ' Private', ' 331831', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 54202', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 163948', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 36228', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 160167', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 178356', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 104196', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 288353', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 187693', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 114988', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 117392', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 121124', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 195638', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 245053', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 1504', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 216734', ' Prof-school', ' 15', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 197827', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 49156', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 126133', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 304463', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 214288', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 274969', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 189072', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 128047', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 210338', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 122442', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 167081', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 251421', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 219519', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 33355', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 441210', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 178356', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 231196', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 40925', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 270587', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' England', ' <=50K']\n", - "['40', ' Private', ' 219266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 114967', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 344492', ' HS-grad', ' 9', ' Separated', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 369387', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['80', ' Self-emp-not-inc', ' 101771', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 137428', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 121012', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['48', ' Private', ' 139290', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 199193', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 286689', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['21', ' ?', ' 123727', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 208640', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 120130', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Self-emp-inc', ' 241431', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['25', ' Private', ' 120450', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 152240', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 200960', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 314310', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Local-gov', ' 44566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 21792', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 182074', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 221850', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Ecuador', ' >50K']\n", - "['42', ' Private', ' 240628', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 318641', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Self-emp-not-inc', ' 140863', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 129150', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 143003', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 60', ' India', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 198664', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 70', ' South', ' >50K']\n", - "['41', ' Private', ' 244945', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 138514', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 92008', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 207415', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 188626', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 257250', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 133696', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 88', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 195919', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['41', ' Private', ' 119266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 140474', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 69739', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 293176', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 217961', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 163725', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 419394', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 220836', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 334291', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 298601', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 3781', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 200360', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 203482', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 99126', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 109190', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 34848', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 29732', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 87867', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 123515', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 175935', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 229456', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 184105', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 99554', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 190227', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 29020', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 306459', ' 1st-4th', ' 2', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Honduras', ' <=50K']\n", - "['42', ' Private', ' 193995', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 105059', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 71751', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 98', ' United-States', ' >50K']\n", - "['28', ' Private', ' 176683', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 342709', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 53838', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 209482', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 214242', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' ?', ' 34458', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 100375', ' Some-college', ' 10', ' Married-spouse-absent', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 149949', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 189762', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 79874', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' >50K']\n", - "['66', ' Self-emp-not-inc', ' 104576', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' >50K']\n", - "['34', ' State-gov', ' 355700', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 213625', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 204984', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 144593', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['23', ' Private', ' 217169', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 184883', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' ?', ' 136419', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 57758', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 30908', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 217971', ' 9th', ' 5', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 160703', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 142675', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 248833', ' HS-grad', ' 9', ' Married-AF-spouse', ' ?', ' Wife', ' White', ' Female', ' 2653', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 171242', ' 11th', ' 7', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['34', ' Private', ' 376979', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 175935', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 277530', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 104501', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 94041', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' Ireland', ' <=50K']\n", - "['37', ' Local-gov', ' 593246', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 121074', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 192596', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 142457', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 136028', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 216145', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 157894', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 164593', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4787', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 252993', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['42', ' Private', ' 145711', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 358199', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 219591', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 205005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' Private', ' 221936', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 120914', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' Self-emp-inc', ' 155761', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 195914', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 3418', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 236687', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 318036', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 53306', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 174645', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 321817', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 206948', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 402975', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 289930', ' Bachelors', ' 13', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 991', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 367049', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 143486', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-inc', ' 27187', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 187717', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 378104', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 113870', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['42', ' Private', ' 252518', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 326334', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 279914', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 320451', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['36', ' Private', ' 207853', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' Self-emp-inc', ' 237294', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 112181', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 32', ' United-States', ' >50K']\n", - "['34', ' State-gov', ' 259705', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 117789', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 449432', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 89083', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 59612', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 129980', ' 9th', ' 5', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 108233', ' Assoc-acdm', ' 12', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 342709', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 126675', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 141118', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 273701', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' Black', ' Male', ' 34095', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 173243', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 161092', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 209691', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['36', ' Private', ' 89508', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 399522', ' 11th', ' 7', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 136939', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 264436', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 199572', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 28291', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 215990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 179594', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 139391', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 35', ' United-States', ' >50K']\n", - "['45', ' Private', ' 187370', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 7430', ' 0', ' 70', ' United-States', ' >50K']\n", - "['31', ' Private', ' 473133', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 205246', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 2559', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 182308', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 51662', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 289468', ' 11th', ' 7', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 201954', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 26781', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 100960', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 203761', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 2354', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 213811', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 124672', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 219300', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 270436', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 212619', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 193586', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 84136', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 264834', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 98995', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 278254', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 167987', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 72887', ' Bachelors', ' 13', ' Married-spouse-absent', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 176467', ' 9th', ' 5', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 85902', ' 10th', ' 6', ' Widowed', ' Transport-moving', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 223433', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 108435', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 172496', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 241998', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 245948', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 187513', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 440138', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' England', ' <=50K']\n", - "['24', ' Private', ' 218215', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 158948', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 94413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 183598', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 192664', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 392812', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 155818', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 195000', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 308205', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['53', ' Private', ' 104879', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 152307', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 145964', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 97419', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 12285', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 263150', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 189885', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 151888', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 254167', ' 10th', ' 6', ' Separated', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 331482', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 177189', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186886', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 33221', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 188171', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 209770', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 164488', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['65', ' Local-gov', ' 180869', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 190350', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 137192', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1977', ' 50', ' South', ' >50K']\n", - "['45', ' Private', ' 204057', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['46', ' Private', ' 198774', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 323', ' 45', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 134906', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 174515', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 259363', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 201742', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 209609', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 185127', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 462838', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 176967', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 284129', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Federal-gov', ' 37546', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 116666', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 120724', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 314240', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 423222', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 201127', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 202239', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 209629', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 165922', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 133520', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 99888', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 176410', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 103214', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 122612', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 7688', ' 0', ' 50', ' Philippines', ' >50K']\n", - "['50', ' Private', ' 226735', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 151089', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 244312', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' El-Salvador', ' <=50K']\n", - "['33', ' Private', ' 209317', ' 9th', ' 5', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' El-Salvador', ' <=50K']\n", - "['48', ' Private', ' 99096', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 374116', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 205249', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 326083', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 183523', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Hungary', ' <=50K']\n", - "['36', ' Private', ' 350783', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 140849', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 175943', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 125933', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 225124', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 272090', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' El-Salvador', ' <=50K']\n", - "['48', ' Private', ' 40666', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 35245', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 167482', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 204662', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 291147', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 179869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 205100', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 352139', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 29', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 111268', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 247111', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 271446', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 132412', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 74712', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 94662', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 33126', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 133584', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 103759', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 64448', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 374367', ' Assoc-voc', ' 11', ' Separated', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 179666', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' Canada', ' <=50K']\n", - "['18', ' Private', ' 99219', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 180211', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Taiwan', ' >50K']\n", - "['54', ' Local-gov', ' 219276', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['44', ' Private', ' 150011', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 231231', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 182217', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Scotland', ' <=50K']\n", - "['29', ' Private', ' 277342', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 140001', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 99651', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 223319', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 235307', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 206343', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['51', ' Local-gov', ' 156003', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 529223', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 202871', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 58337', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Federal-gov', ' 298643', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 191188', ' 10th', ' 6', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 96287', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 104443', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 323054', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 95917', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' Canada', ' <=50K']\n", - "['34', ' Private', ' 238305', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 1628', ' 12', ' ?', ' <=50K']\n", - "['23', ' Private', ' 49296', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 50953', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 124507', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['58', ' Private', ' 239523', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 309124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 240172', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 105010', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 135056', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' ?', ' <=50K']\n", - "['25', ' Private', ' 178478', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 23871', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 362309', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 257781', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 175669', ' 11th', ' 7', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 36', ' United-States', ' >50K']\n", - "['50', ' Private', ' 297906', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 230684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 123011', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 170866', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 182543', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 236470', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 33725', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 188941', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 206878', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 173806', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 190709', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 149102', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['21', ' Private', ' 25265', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 100669', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 114158', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 228057', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 54012', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 219967', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 239865', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 119421', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 220187', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 33068', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 277783', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 175515', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 271795', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 70055', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 352806', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['57', ' Private', ' 266189', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 102945', ' 7th-8th', ' 4', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 173851', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 144092', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 198681', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['33', ' Private', ' 351810', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['52', ' Private', ' 180142', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 175360', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Self-emp-inc', ' 224498', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 154641', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 152540', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 217663', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Local-gov', ' 138575', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 32477', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 101104', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 10', ' United-States', ' >50K']\n", - "['32', ' Private', ' 44677', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 456618', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['34', ' Private', ' 227282', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 27624', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 281403', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 98', ' United-States', ' <=50K']\n", - "['63', ' Federal-gov', ' 39181', ' Doctorate', ' 16', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 2559', ' 60', ' United-States', ' >50K']\n", - "['48', ' Private', ' 377140', ' 5th-6th', ' 3', ' Never-married', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Nicaragua', ' <=50K']\n", - "['26', ' Private', ' 299810', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 181916', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 237044', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 123053', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 50', ' India', ' >50K']\n", - "['64', ' State-gov', ' 269512', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 44767', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 67218', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 176992', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 43712', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 379919', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 104509', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 1639', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 212370', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 179666', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 233882', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2457', ' 40', ' Vietnam', ' <=50K']\n", - "['24', ' Private', ' 197387', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Local-gov', ' 220656', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 181091', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 135028', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 185057', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['55', ' Private', ' 106498', ' 10th', ' 6', ' Widowed', ' Transport-moving', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 203003', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 223789', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 184026', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 335427', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['40', ' Private', ' 65866', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 213', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 372692', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 45607', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 303176', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 138190', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 1138', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 212895', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 31359', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 80', ' United-States', ' >50K']\n", - "['58', ' Private', ' 147989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 145290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 262684', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1504', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 132601', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 30759', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 319889', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 29431', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 111483', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 184756', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 651396', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1594', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 187560', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 84848', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 36243', ' Doctorate', ' 16', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 88913', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 73190', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 132529', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 214542', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 217006', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 169785', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 75573', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Germany', ' <=50K']\n", - "['37', ' Private', ' 239171', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 53566', ' Doctorate', ' 16', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117109', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 398019', ' 7th-8th', ' 4', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' Mexico', ' <=50K']\n", - "['18', ' Private', ' 114008', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 204653', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 254935', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 84755', ' Some-college', ' 10', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 198145', ' Masters', ' 14', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' >50K']\n", - "['53', ' Private', ' 174020', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 1876', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 451951', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 172175', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 209472', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 336707', ' Assoc-voc', ' 11', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 431861', ' 10th', ' 6', ' Separated', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 156728', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 290321', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 206577', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 149324', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 49593', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 98975', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 181659', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 174789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 102308', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 184801', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 176014', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 256861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 239397', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 233777', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 236520', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 70754', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 245378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 176729', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 154120', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 88913', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 517036', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['38', ' Private', ' 436361', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 231037', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['65', ' Private', ' 209831', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 143833', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2246', ' 40', ' United-States', ' >50K']\n", - "['48', ' ?', ' 167381', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 215468', ' Bachelors', ' 13', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 200700', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 191777', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 195437', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 149396', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 104746', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 108147', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 238859', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 23157', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 497788', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 141558', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 117963', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 232356', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 157941', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 103642', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 169727', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 274731', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 161572', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 48779', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 141511', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 314153', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 168334', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 267252', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 312055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 207937', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 232653', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 246841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 154087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 199011', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 205100', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['36', ' Private', ' 177907', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 2176', ' 0', ' 20', ' ?', ' <=50K']\n", - "['24', ' Private', ' 50400', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 97064', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 65038', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 292472', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 1876', ' 45', ' Cambodia', ' <=50K']\n", - "['17', ' Private', ' 225211', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 320192', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 119421', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 625', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 83580', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 133696', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 141584', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 2444', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 529216', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 390817', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' ?', ' 85733', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 155976', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 221172', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['45', ' Private', ' 270842', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 82622', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 371064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 54744', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 22641', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 218957', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 441637', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 143699', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 183096', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 97176', ' 11th', ' 7', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 122493', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 311376', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 78928', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 123582', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 174215', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 183902', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' >50K']\n", - "['43', ' Private', ' 247880', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 256636', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 152875', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['28', ' Private', ' 22422', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 178215', ' Some-college', ' 10', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 194360', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' >50K']\n", - "['59', ' Private', ' 247187', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 63921', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 224889', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 178564', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 47619', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 92775', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 50837', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' Local-gov', ' 235894', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 244974', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Local-gov', ' 526734', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 243484', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' >50K']\n", - "['23', ' Private', ' 201664', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 234640', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 268022', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 223267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 99199', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 137076', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 115411', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 2174', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 313146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 29980', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 1848', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 543042', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 271807', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 97934', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 191196', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 264627', ' 11th', ' 7', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 183801', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 209227', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 216208', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 377095', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 317535', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Protective-serv', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 247880', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 152246', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 428299', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 161708', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 167859', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 85194', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 119471', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['39', ' Private', ' 117683', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 139347', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 427744', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 122116', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 227931', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 226497', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 83783', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 197113', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 50', ' Puerto-Rico', ' <=50K']\n", - "['33', ' Private', ' 204742', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 331527', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 213179', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['70', ' Self-emp-inc', ' 188260', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 298161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['36', ' Private', ' 143774', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 139296', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 152389', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 309974', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 37085', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 270059', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 130045', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 188038', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 168203', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 171807', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 186696', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 177531', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 115464', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 501144', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 180079', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 205894', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 218490', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 50', ' ?', ' >50K']\n", - "['24', ' Local-gov', ' 203924', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 91857', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 229700', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 158704', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 190911', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 139176', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 119684', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 20', ' United-States', ' >50K']\n", - "['69', ' Private', ' 124930', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 2267', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 168693', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 250038', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-inc', ' 353927', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' Private', ' 216390', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 2653', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 230248', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 117728', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 115851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 193335', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 203894', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 100109', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['55', ' State-gov', ' 157639', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 235320', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 127686', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 28572', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['78', ' ?', ' 91534', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 184687', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 267945', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 131899', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 192614', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 186808', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 44116', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 46442', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 78022', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 417668', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 223763', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 223851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 115634', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 114459', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 197093', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 357145', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 59231', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 292303', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 122288', ' Some-college', ' 10', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 52322', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 105830', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 107125', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 281860', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 283320', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 26598', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 220783', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 121694', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 208302', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 172664', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 54611', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 631947', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 394484', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 239120', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 37683', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 99999', ' 0', ' 57', ' Canada', ' >50K']\n", - "['47', ' Local-gov', ' 193012', ' Masters', ' 14', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 143098', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' China', ' >50K']\n", - "['57', ' Private', ' 84888', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 188503', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 337778', ' 11th', ' 7', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 94432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['32', ' Private', ' 168906', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 116143', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 128272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 301383', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Private', ' 174995', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 289909', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 154641', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 209034', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 203488', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 141118', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 169589', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 137645', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 489085', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 36302', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 253420', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 269300', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 282609', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' Honduras', ' <=50K']\n", - "['46', ' Private', ' 346978', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 182395', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 11678', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 205051', ' 10th', ' 6', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 128736', ' 10th', ' 6', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 236110', ' 12th', ' 8', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['38', ' Private', ' 312271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 126978', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['47', ' Private', ' 204692', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 195956', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 202682', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 231912', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 24982', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['76', ' Private', ' 278938', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 36489', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 154874', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 74581', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['27', ' Private', ' 311446', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-inc', ' 162164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 239708', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 162856', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 85109', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 169042', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 625', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['22', ' Private', ' 436798', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 345363', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['36', ' Private', ' 49837', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 296516', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 180283', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 95639', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 33155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 329059', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['55', ' Private', ' 24694', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 443855', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['52', ' ?', ' 294691', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 301867', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 226875', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 362835', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 180339', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 207489', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['43', ' Private', ' 336643', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 143653', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' State-gov', ' 101475', ' Assoc-acdm', ' 12', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 263871', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 77820', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 95465', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 257910', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 244372', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 126738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['79', ' Self-emp-inc', ' 97082', ' 12th', ' 8', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 18481', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Private', ' 133164', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 104617', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 99', ' Mexico', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 105339', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 258735', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 81', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 182926', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['35', ' Private', ' 166193', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 206125', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 346594', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 108301', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 73498', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 129150', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['27', ' Private', ' 181280', ' Masters', ' 14', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 146908', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 183765', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['25', ' Private', ' 164488', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 307468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 93884', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 279833', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 45', ' United-States', ' >50K']\n", - "['52', ' Private', ' 137658', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['32', ' Private', ' 101562', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 136331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 259846', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 98719', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 168682', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 198953', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 29115', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 173673', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 67958', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 98980', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' State-gov', ' 94174', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 122442', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['63', ' Federal-gov', ' 154675', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 116632', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' ?', ' 238685', ' 11th', ' 7', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 139391', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 30', ' United-States', ' >50K']\n", - "['40', ' Private', ' 169031', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 237452', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' Cuba', ' >50K']\n", - "['41', ' Private', ' 216968', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['27', ' ?', ' 216479', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['20', ' State-gov', ' 126822', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 51461', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 54953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 222654', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 37676', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 159319', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 125321', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 209609', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 224947', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 438427', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 384276', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 196805', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 242097', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 184306', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 161954', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['65', ' Private', ' 258561', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 95280', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Private', ' 212783', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 205004', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 387844', ' 12th', ' 8', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 83880', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 161155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 265698', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Self-emp-inc', ' 146477', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 97261', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 437890', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 133736', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 169983', ' 11th', ' 7', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 2176', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 126675', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 175754', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 121768', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Poland', ' <=50K']\n", - "['23', ' Private', ' 180052', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 124454', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 190115', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 44', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 222584', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 22245', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 114160', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 228960', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 132572', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 103020', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['40', ' Private', ' 187802', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 50649', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 137698', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 30575', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['56', ' Private', ' 202220', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 50178', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 207791', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 540712', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 1719', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 321770', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 202053', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 143699', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 115066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 223751', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Self-emp-inc', ' 354075', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 32732', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 390867', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 101697', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 279721', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 223400', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' Poland', ' <=50K']\n", - "['46', ' ?', ' 206357', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 76417', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' ?', ' 184682', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 78170', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 201410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 189013', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 119913', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 549174', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Local-gov', ' 214706', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 33811', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['43', ' Private', ' 234220', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['22', ' Private', ' 237720', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 185942', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Local-gov', ' 286983', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 140027', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 115258', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 155408', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 117963', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 158737', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['27', ' Local-gov', ' 199471', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 287701', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 137707', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' State-gov', ' 108116', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 366900', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 187355', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' Canada', ' >50K']\n", - "['38', ' Private', ' 33105', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 268639', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 2057', ' 60', ' Canada', ' <=50K']\n", - "['26', ' Private', ' 358975', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' Hungary', ' <=50K']\n", - "['33', ' Private', ' 199227', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 248249', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 460437', ' 9th', ' 5', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 187294', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 115932', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 181762', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['21', ' Private', ' 27049', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 806552', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 150755', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' Canada', ' >50K']\n", - "['62', ' Private', ' 69867', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 160786', ' 11th', ' 7', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' <=50K']\n", - "['38', ' Private', ' 219546', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 24872', ' Some-college', ' 10', ' Separated', ' Transport-moving', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 110371', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' ?', ' 376474', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 304602', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 143699', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 238917', ' 1st-4th', ' 2', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['51', ' Private', ' 200618', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 183043', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 48', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 209752', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['48', ' ?', ' 175653', ' Assoc-acdm', ' 12', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 196707', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 43', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 98725', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 180150', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['66', ' Private', ' 151227', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 118847', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 282538', ' Assoc-voc', ' 11', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 89534', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 291011', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 166187', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['19', ' Private', ' 188669', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 178948', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 188738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' Italy', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 160808', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 93605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 318331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' ?', ' 109921', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 87605', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 89477', ' Some-college', ' 10', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 48301', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 220748', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 387068', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 250743', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 78258', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 31387', ' Doctorate', ' 16', ' Married-spouse-absent', ' Prof-specialty', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 289190', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 604537', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 328466', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 403187', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 219546', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 44', ' United-States', ' >50K']\n", - "['41', ' Private', ' 220531', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 204648', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 201908', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' ?', ' 109912', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['18', ' Private', ' 365683', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 175674', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 203488', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 106406', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 172756', ' 1st-4th', ' 2', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 2062', ' 0', ' 34', ' Ecuador', ' <=50K']\n", - "['37', ' Private', ' 125167', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Private', ' 249339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 94652', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 195394', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 130302', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 66686', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 336042', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 193586', ' Some-college', ' 10', ' Separated', ' Farming-fishing', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 325461', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['60', ' Local-gov', ' 313852', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 30509', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Local-gov', ' 32639', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 234953', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 120629', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 27828', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 350379', ' 5th-6th', ' 3', ' Divorced', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' ?', ' 176967', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 36423', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['31', ' Private', ' 123397', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 35', ' United-States', ' >50K']\n", - "['38', ' Private', ' 130813', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 35236', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 33350', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 177380', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 29', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 216129', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' Jamaica', ' <=50K']\n", - "['38', ' Private', ' 335104', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 199741', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 35', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 165881', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 387777', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 149943', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Taiwan', ' >50K']\n", - "['36', ' Private', ' 188834', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 290661', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 155603', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 2205', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 114838', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' Italy', ' <=50K']\n", - "['54', ' Local-gov', ' 168553', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 103064', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 123833', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 55621', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 189834', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 217926', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 341672', ' HS-grad', ' 9', ' Married-spouse-absent', ' Transport-moving', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 1564', ' 50', ' India', ' >50K']\n", - "['29', ' Private', ' 163003', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 2202', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['25', ' Private', ' 194352', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 54878', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 393248', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 279315', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 392812', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 34998', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 51016', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['57', ' Local-gov', ' 132717', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 186078', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 196123', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 304906', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 41521', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 346847', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 107233', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 150125', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 400535', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 409622', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 136448', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 202950', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Iran', ' <=50K']\n", - "['40', ' Local-gov', ' 197012', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 40', ' England', ' >50K']\n", - "['57', ' Private', ' 237691', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 170277', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 160784', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 33798', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 197838', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 223212', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 125762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['20', ' Private', ' 283969', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 374163', ' 12th', ' 8', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['49', ' State-gov', ' 118567', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 147655', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 82797', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 142573', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 235167', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 53245', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1602', ' 12', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 28035', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 247082', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 123397', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 133327', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 102270', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 45817', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 240988', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['19', ' Private', ' 386378', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 350651', ' 12th', ' 8', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' State-gov', ' 76142', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 73773', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 281504', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 293358', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 146906', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 331474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['20', ' Private', ' 213719', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 101795', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 228265', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 130206', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 324254', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 223019', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 189666', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 139086', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 359327', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 75065', ' 12th', ' 8', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Vietnam', ' <=50K']\n", - "['55', ' Private', ' 139843', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 34310', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2603', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 346014', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 163278', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2202', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 31460', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 33725', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['67', ' ?', ' 63552', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 300623', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 177072', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 37331', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 167725', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 131180', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 275859', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 8614', ' 0', ' 52', ' Mexico', ' >50K']\n", - "['50', ' Private', ' 275181', ' 5th-6th', ' 3', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' Cuba', ' <=50K']\n", - "['31', ' Private', ' 398988', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 222654', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 111129', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 137795', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 242150', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 237873', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 367749', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 206600', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Federal-gov', ' 247043', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 187702', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 41718', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 151835', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 118938', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 224870', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 38', ' Ecuador', ' <=50K']\n", - "['45', ' Private', ' 178341', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 61343', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 36989', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 226296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 186624', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['19', ' Private', ' 172582', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 227392', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 187563', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 137499', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 239397', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['39', ' Local-gov', ' 327164', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 140798', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 187450', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 194580', ' 5th-6th', ' 3', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 372682', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 235442', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 128065', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 91545', ' 10th', ' 6', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 154604', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 192150', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 216522', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 156040', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 206861', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 97632', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 189530', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 381789', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 2339', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 368797', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 41183', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 191062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 132963', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 153551', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 66473', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 240323', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['68', ' Local-gov', ' 242095', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-inc', ' 128016', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 29526', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 342953', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 215476', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 231919', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 52537', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 27920', ' 11th', ' 7', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 153052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 199303', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 233369', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 345789', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Private', ' 238913', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 195607', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 245173', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1669', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 138441', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 67467', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 102569', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['21', ' Private', ' 213341', ' 11th', ' 7', ' Married-spouse-absent', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 1762', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['26', ' Private', ' 37202', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 140219', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 298860', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 51362', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 199947', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 32552', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 183845', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' El-Salvador', ' <=50K']\n", - "['33', ' Private', ' 181091', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' England', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 135643', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' South', ' <=50K']\n", - "['44', ' State-gov', ' 96249', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 181220', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 133025', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 124865', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 45599', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 194293', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2463', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 102180', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 121130', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 138768', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 98989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 126327', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 113364', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 326199', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 376789', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 137063', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 279145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 178815', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Self-emp-not-inc', ' 245369', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 49593', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 238648', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 166181', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['66', ' Self-emp-inc', ' 249043', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5556', ' 0', ' 26', ' United-States', ' >50K']\n", - "['43', ' Private', ' 156403', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 128529', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 186934', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 55', ' United-States', ' >50K']\n", - "['46', ' ?', ' 148489', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['44', ' Local-gov', ' 387770', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 115511', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 201410', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' Philippines', ' >50K']\n", - "['36', ' Private', ' 220585', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 282066', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 280966', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 291586', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 142227', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 104025', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 148254', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 170562', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['22', ' Private', ' 222490', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 57674', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 233624', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 42734', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 233107', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 33', ' Mexico', ' <=50K']\n", - "['64', ' Private', ' 143110', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 195844', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 115896', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 303851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 172475', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 30008', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 147921', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 172716', ' 12th', ' 8', ' Married-civ-spouse', ' Armed-Forces', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 155057', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 152569', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 2339', ' 36', ' United-States', ' <=50K']\n", - "['80', ' Self-emp-not-inc', ' 132728', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 195136', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 377322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 293941', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 182123', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 32528', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 140206', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 378221', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' >50K']\n", - "['23', ' Private', ' 211601', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 119411', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 240013', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 95552', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 183710', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 189382', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 380633', ' 5th-6th', ' 3', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['54', ' Private', ' 53407', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 150480', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['40', ' Private', ' 175674', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 375313', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 278391', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 212888', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 487085', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 174461', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 133201', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 77253', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 141511', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Self-emp-inc', ' 181608', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 127610', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 154571', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['46', ' Private', ' 33842', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 150080', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 30916', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 151294', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 48829', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1602', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 193769', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 277455', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 225780', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 436341', ' Some-college', ' 10', ' Married-AF-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 255386', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['36', ' Private', ' 174938', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 174789', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 245628', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 228752', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 354148', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 48', ' United-States', ' >50K']\n", - "['31', ' Private', ' 192900', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 190391', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 353263', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' Italy', ' >50K']\n", - "['34', ' Private', ' 113198', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 207578', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' Private', ' 93206', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 163998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['47', ' Private', ' 111961', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 219122', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 111445', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 309778', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 223020', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 303155', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 41035', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 159191', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 244408', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['72', ' Self-emp-not-inc', ' 473748', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 71823', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 83066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 150154', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 190786', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 178033', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 4416', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 159909', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 190885', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['25', ' Private', ' 243786', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 124020', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 159016', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 183800', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 193434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 245029', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 98746', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Canada', ' >50K']\n", - "['46', ' Federal-gov', ' 140664', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['44', ' Private', ' 344920', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1617', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 169980', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 155397', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 245317', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 74182', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 280570', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 30664', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 109952', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 192793', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 243442', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 106297', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 328060', ' 9th', ' 5', ' Separated', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 48702', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 111283', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 99999', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 484024', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 208470', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 172032', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 51', ' United-States', ' >50K']\n", - "['40', ' Private', ' 29927', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' England', ' <=50K']\n", - "['46', ' Private', ' 98012', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 108468', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 207301', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 168403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 66935', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 42044', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 184806', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 1455435', ' Assoc-acdm', ' 12', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 445382', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 278576', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['79', ' Self-emp-not-inc', ' 84979', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['36', ' Private', ' 659504', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 136986', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 278107', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1573', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 96219', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 131091', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 205410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 416745', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 180667', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 72119', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 108945', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Federal-gov', ' 195949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 101345', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 439263', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Peru', ' <=50K']\n", - "['63', ' Private', ' 213095', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Federal-gov', ' 59932', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 172815', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 40915', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 139012', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['44', ' Private', ' 121781', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 130667', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 147110', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 237811', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' Haiti', ' <=50K']\n", - "['36', ' ?', ' 128640', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 111476', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 289716', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 141944', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['49', ' Private', ' 323773', ' 11th', ' 7', ' Married-civ-spouse', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 176663', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 155233', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 143327', ' Some-college', ' 10', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 177212', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 123088', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 47085', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 102106', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 235894', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-not-inc', ' 172046', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 197207', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 152452', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 172928', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 214896', ' 9th', ' 5', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['49', ' Private', ' 116338', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 653', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 276664', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 59924', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 194141', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1617', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 95128', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 292504', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 45796', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 119359', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 15024', ' 0', ' 40', ' South', ' >50K']\n", - "['52', ' State-gov', ' 104280', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 172291', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 180988', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 110748', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' ?', ' 556688', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 22494', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 267859', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['67', ' Local-gov', ' 256821', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 117346', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 62374', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 314659', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 114761', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 93225', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 165315', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['56', ' Private', ' 124771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 27408', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 198841', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 271792', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 64289', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 183390', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 240771', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 234919', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['20', ' Private', ' 88231', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 154422', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 119098', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' State-gov', ' 151580', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 118793', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 30499', ' Bachelors', ' 13', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 166545', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 6', ' United-States', ' >50K']\n", - "['30', ' Private', ' 271710', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 308498', ' HS-grad', ' 9', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 172695', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 29962', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 200332', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 291702', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 67234', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 168038', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 137814', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 126233', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 79036', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 327474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 145160', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 37092', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 129387', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 33304', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['37', ' Private', ' 359001', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' ?', ' 143162', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 133515', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 168901', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['55', ' Private', ' 750972', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 142924', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['74', ' Self-emp-inc', ' 228075', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 25', ' United-States', ' >50K']\n", - "['27', ' Private', ' 91189', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 290609', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 31102', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 4', ' South', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 216921', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 120046', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 324629', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Yugoslavia', ' <=50K']\n", - "['45', ' Private', ' 81132', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['29', ' Private', ' 160279', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 229732', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Local-gov', ' 144723', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 148431', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Wife', ' Other', ' Female', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 160398', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 129460', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['30', ' Private', ' 252752', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 58222', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 424884', ' 10th', ' 6', ' Separated', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 114459', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' ?', ' 46400', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 223934', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 84119', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 159123', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 195532', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 191299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 198316', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 162301', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 143152', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 3908', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 92609', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 247819', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 229223', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 142719', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' Private', ' 86111', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 35633', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 164749', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 607848', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 173630', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 311184', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['55', ' Private', ' 49737', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 183616', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' England', ' <=50K']\n", - "['65', ' Private', ' 129426', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 454915', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 55568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 29874', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 393715', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 143953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['54', ' Private', ' 90363', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 53727', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 130021', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 173630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 410351', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 399386', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 157932', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 133061', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 46400', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 107895', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 63021', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 186144', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 27959', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 179569', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 101299', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 113129', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 316470', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 89884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 32121', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 315303', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 254500', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 419895', ' 5th-6th', ' 3', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' Private', ' 159549', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 160786', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['18', ' Self-emp-not-inc', ' 258474', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 370119', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 50837', ' 7th-8th', ' 4', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 137506', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 548256', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 175642', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 183594', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 341353', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 247981', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 5455', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 193565', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 39606', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 127149', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' ?', ' 233371', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 182752', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['26', ' Private', ' 269060', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 179949', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 32950', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 37', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 160445', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 223999', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 81487', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 314539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 337721', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 100793', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Federal-gov', ' 255407', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 92775', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 33308', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['68', ' State-gov', ' 493363', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 159589', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['32', ' Private', ' 107218', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 123586', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 158352', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 24', ' Italy', ' <=50K']\n", - "['38', ' Private', ' 76317', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['62', ' ?', ' 176753', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 122346', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 463194', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 162228', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 115005', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 183285', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 169605', ' 10th', ' 6', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 450695', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 124692', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['19', ' Private', ' 63918', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 102569', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 289309', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 101825', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 206833', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 77873', ' 9th', ' 5', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 145333', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['72', ' ?', ' 194548', ' Some-college', ' 10', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 206351', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 198200', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 140001', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' El-Salvador', ' <=50K']\n", - "['22', ' ?', ' 287988', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 143604', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 146161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 196529', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 2354', ' 0', ' 40', ' ?', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 192413', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 139889', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2653', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 104917', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 161478', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 35644', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 116751', ' Assoc-voc', ' 11', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 238867', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 265706', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' State-gov', ' 179668', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 57951', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 176711', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 368675', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 216149', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['29', ' Private', ' 173851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 90705', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 216342', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 140752', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 116508', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 224361', ' 9th', ' 5', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 5', ' Cuba', ' <=50K']\n", - "['43', ' Private', ' 180303', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['66', ' ?', ' 196736', ' 1st-4th', ' 2', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 110327', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 185607', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 244856', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 198068', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 97136', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-inc', ' 164658', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 235693', ' 11th', ' 7', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 197038', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 97419', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 208872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 98', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 205528', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 146042', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 222641', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 376936', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 138077', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['24', ' Private', ' 155913', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 36006', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 214678', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 369538', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 166565', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 257043', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 181130', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['69', ' ?', ' 254834', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 10', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 38876', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 187073', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 156996', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2415', ' 55', ' ?', ' >50K']\n", - "['90', ' Private', ' 313749', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 331651', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' Japan', ' >50K']\n", - "['24', ' Private', ' 243368', ' Preschool', ' 1', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 32921', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 117167', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 401930', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 42', ' United-States', ' >50K']\n", - "['30', ' Private', ' 114691', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 99385', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 210308', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 1721', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 252327', ' 9th', ' 5', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['43', ' Private', ' 90582', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 190194', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 264188', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 243776', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 67065', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 204209', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 226668', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 174215', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 45', ' France', ' >50K']\n", - "['33', ' Private', ' 315143', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['37', ' Private', ' 118681', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' Puerto-Rico', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 208109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['58', ' Private', ' 116901', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 405644', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['33', ' Federal-gov', ' 293550', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 328581', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 217962', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['57', ' Private', ' 158827', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Federal-gov', ' 65475', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 159709', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 140474', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 144778', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Italy', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 83242', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 143385', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 167544', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 122175', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 378747', ' 10th', ' 6', ' Separated', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 230475', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 120781', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' South', ' >50K']\n", - "['70', ' Private', ' 206232', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 298400', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' Black', ' Male', ' 4787', ' 0', ' 48', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 163671', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 140583', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 137253', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 246974', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 182470', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['57', ' Self-emp-inc', ' 107617', ' HS-grad', ' 9', ' Separated', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Self-emp-inc', ' 116358', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['29', ' Private', ' 250819', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 196508', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 367533', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['74', ' Private', ' 188709', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 271160', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 173674', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 257790', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 322391', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 209691', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 104232', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 86786', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 88233', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 240888', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 169719', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 129240', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 160968', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 236861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 109282', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 215047', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 115932', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Ireland', ' >50K']\n", - "['28', ' Private', ' 55360', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 224658', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Local-gov', ' 376302', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' Nicaragua', ' >50K']\n", - "['28', ' Private', ' 183597', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 594', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['37', ' Private', ' 115289', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 258883', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 69132', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 207301', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 179671', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 140456', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 327397', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 200235', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 108435', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 195978', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 329144', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 250674', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 176897', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 132716', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['62', ' Private', ' 174201', ' 9th', ' 5', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 167617', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 254949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 319582', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 248990', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['49', ' Private', ' 144396', ' 11th', ' 7', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 200469', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Unmarried', ' Black', ' Female', ' 3887', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Federal-gov', ' 55636', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 185624', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 125442', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 160943', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 243841', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['21', ' Private', ' 34616', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 235847', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 174789', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 280111', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 236055', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 237865', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 194612', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 173851', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 372483', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['71', ' Federal-gov', ' 422149', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 174201', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 272618', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 74660', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 201481', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 175232', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 336440', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 46645', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 31141', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 281425', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 31510', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 310255', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 82393', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 190514', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 165513', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 178931', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 3818', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 226696', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 195813', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 5178', ' 0', ' 40', ' Puerto-Rico', ' >50K']\n", - "['44', ' Private', ' 165815', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 123983', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' Japan', ' >50K']\n", - "['36', ' Private', ' 235371', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 147258', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' ?', ' 222289', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 54', ' United-States', ' >50K']\n", - "['67', ' Self-emp-inc', ' 171564', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 20051', ' 0', ' 30', ' England', ' >50K']\n", - "['29', ' Private', ' 255949', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 186272', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 282872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 111676', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 199501', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 151443', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 145935', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 230387', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 127592', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 210828', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 297186', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 116554', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 144593', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['26', ' State-gov', ' 147719', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' India', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 89011', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Canada', ' <=50K']\n", - "['31', ' Private', ' 38158', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 178686', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' ?', ' 172826', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 155752', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 100099', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 231688', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 147215', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 50122', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 86837', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 113364', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 289390', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 77884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['32', ' Private', ' 390157', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 89587', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' Private', ' 234328', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 365430', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 410439', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 129525', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 166527', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 109912', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 210906', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 405284', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 138269', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 25429', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 231672', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 258550', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 268147', ' 9th', ' 5', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 54411', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['54', ' Private', ' 37289', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['23', ' Private', ' 157951', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 225165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['37', ' Private', ' 238049', ' 9th', ' 5', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' El-Salvador', ' <=50K']\n", - "['31', ' Private', ' 197252', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 216636', ' 12th', ' 8', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1651', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 183575', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 19752', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 103925', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 68', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 31577', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 61298', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 190541', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 366089', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' ?', ' 389857', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 192644', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 216129', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 1408', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 51944', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 67482', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 108775', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['23', ' State-gov', ' 279243', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 278391', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' Nicaragua', ' <=50K']\n", - "['60', ' Private', ' 349898', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 219441', ' 10th', ' 6', ' Never-married', ' Sales', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 35', ' Dominican-Republic', ' <=50K']\n", - "['18', ' Private', ' 173255', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 1055', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 29623', ' 12th', ' 8', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 217460', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 163604', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' Private', ' 163110', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 238685', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 251854', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' ?', ' >50K']\n", - "['33', ' Private', ' 213308', ' Assoc-voc', ' 11', ' Separated', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 193773', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 114011', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 52144', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 347934', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 293399', ' 11th', ' 7', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 118630', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 127306', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 366180', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' Local-gov', ' 188950', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 189382', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 24515', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 283116', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 182217', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 552354', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 163021', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 61885', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 182898', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 183092', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 30289', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 77572', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 118330', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 469056', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 145574', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 302041', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 32552', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 185413', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 26543', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Federal-gov', ' 163870', ' Some-college', ' 10', ' Never-married', ' Armed-Forces', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 240063', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 208748', ' 5th-6th', ' 3', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['32', ' Local-gov', ' 84119', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 84130', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['66', ' Local-gov', ' 261062', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 336010', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 389270', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['17', ' Private', ' 138293', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 240389', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['39', ' Private', ' 190297', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['21', ' ?', ' 170070', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 149457', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 81534', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 84', ' Japan', ' >50K']\n", - "['25', ' Private', ' 378322', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 196912', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 116143', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 44', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 80933', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 190660', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 120155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 167159', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 58343', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 42', ' United-States', ' >50K']\n", - "['44', ' Federal-gov', ' 161240', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 126402', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 148709', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 318280', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 80058', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 274689', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 157367', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['33', ' Private', ' 217460', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 33727', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 166961', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['25', ' Private', ' 146117', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 160216', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' ?', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 124449', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2246', ' 8', ' United-States', ' >50K']\n", - "['22', ' Private', ' 50163', ' 9th', ' 5', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 235271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 121124', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 144218', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 94334', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 169982', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 35295', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 133969', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 2885', ' 0', ' 65', ' Japan', ' <=50K']\n", - "['36', ' Private', ' 35429', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['73', ' Local-gov', ' 205580', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 177794', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 167474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 35211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117244', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 194850', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 144911', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 197240', ' 12th', ' 8', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 101338', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 148522', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 97261', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 166606', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 229414', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 209213', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 291968', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['73', ' Federal-gov', ' 127858', ' Some-college', ' 10', ' Widowed', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 3273', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 302406', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 29054', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 336007', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 349230', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 101481', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 46704', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Private', ' 233639', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['68', ' Local-gov', ' 31725', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 54850', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 293512', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 375655', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 105817', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 203408', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 162302', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['40', ' Private', ' 163455', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 100135', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 41517', ' 11th', ' 7', ' Married-spouse-absent', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 102182', ' 12th', ' 8', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 414683', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 194352', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 194096', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['90', ' Local-gov', ' 153602', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 6767', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 215495', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 164607', ' Bachelors', ' 13', ' Separated', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 34878', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 126569', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['65', ' ?', ' 315728', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 2329', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 22422', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 178222', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 56841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 300275', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['69', ' Local-gov', ' 197288', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 157786', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 110684', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 140729', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 90127', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Self-emp-inc', ' 37997', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 61308', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 171199', ' Bachelors', ' 13', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['48', ' Private', ' 128432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 195023', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 122473', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 171888', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Self-emp-inc', ' 183784', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 219262', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 71379', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 234519', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 96824', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 242597', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 127388', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 204536', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 143804', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 80680', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 301227', ' 5th-6th', ' 3', ' Separated', ' Priv-house-serv', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 201930', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 176616', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 353219', ' 9th', ' 5', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 126076', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 156493', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 435503', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Self-emp-inc', ' 561489', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 100345', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 36275', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 110794', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 143766', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 76313', ' HS-grad', ' 9', ' Married-civ-spouse', ' Armed-Forces', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 121308', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 216672', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 89942', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 3674', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 103406', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 158291', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 455361', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 225263', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 1408', ' 46', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 225307', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 286115', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 187830', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 142506', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 148576', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 185325', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 27939', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 383603', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 140790', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226629', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Private', ' 228516', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Columbia', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 119762', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 299197', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 149297', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 202558', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 175232', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 157473', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 409842', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 105787', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 144056', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3818', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 45363', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 205838', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 115326', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 186890', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 304386', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 24529', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 183557', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 342730', ' Assoc-acdm', ' 12', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 182191', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 4064', ' 0', ' 30', ' Canada', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 67841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 351381', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 293691', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 1590', ' 40', ' Japan', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 220821', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 190027', ' 10th', ' 6', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 343944', ' 11th', ' 7', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 110457', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 72333', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 193494', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 334999', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 274363', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 113806', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 30', ' United-States', ' >50K']\n", - "['25', ' Private', ' 52536', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 1594', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 187720', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 104996', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 214555', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 52963', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 190511', ' 7th-8th', ' 4', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 2176', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 75821', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 123291', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 226497', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['35', ' Private', ' 282979', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 166549', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['27', ' Private', ' 187746', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 157145', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 227551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 115306', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 169249', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 221966', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 224566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 28119', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 323810', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 210498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 174995', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2290', ' 0', ' 30', ' Hungary', ' <=50K']\n", - "['38', ' Private', ' 161141', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 210534', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 112650', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 318891', ' Assoc-acdm', ' 12', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 375655', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 228465', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 102130', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 183213', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 25124', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Local-gov', ' 177305', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 34037', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 116613', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 175540', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 150768', ' Bachelors', ' 13', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 51', ' United-States', ' >50K']\n", - "['36', ' Private', ' 176634', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 209993', ' 1st-4th', ' 2', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['25', ' Local-gov', ' 206002', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 201259', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 202286', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 96062', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 578377', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 509500', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 45', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 324021', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 107737', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 129865', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 103586', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 187513', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 172891', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 207449', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 209103', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['33', ' Private', ' 408813', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 209292', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 32', ' Dominican-Republic', ' <=50K']\n", - "['52', ' Private', ' 144361', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 209538', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 244402', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 889965', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 3137', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 298444', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 163237', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 311795', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 155972', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 291783', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 153535', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 249771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 462180', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 308540', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 34701', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 106252', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 138944', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 140713', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' >50K']\n", - "['53', ' Local-gov', ' 216931', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 162312', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Philippines', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 253062', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['36', ' Federal-gov', ' 359249', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 231413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 197054', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 130931', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 30565', ' HS-grad', ' 9', ' Married-AF-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 105138', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 178383', ' Some-college', ' 10', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 241998', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 196403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['44', ' Private', ' 232421', ' HS-grad', ' 9', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 32', ' Canada', ' <=50K']\n", - "['30', ' Private', ' 130369', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 336329', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 337867', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 104614', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 223548', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' State-gov', ' 506329', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 40', ' ?', ' >50K']\n", - "['48', ' Private', ' 64479', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 284095', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 221336', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['41', ' Private', ' 428499', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 208302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 412156', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 182177', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 129972', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 186420', ' Masters', ' 14', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 203488', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 128796', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 55395', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 314770', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 135044', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 319248', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['34', ' Local-gov', ' 236415', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 151584', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' ?', ' 133983', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 81220', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['47', ' Private', ' 151087', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['35', ' Private', ' 322171', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 190628', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['43', ' Local-gov', ' 106982', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 227856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['66', ' ?', ' 213477', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 266083', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 257068', ' Some-college', ' 10', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 37591', ' Bachelors', ' 13', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 150533', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 211184', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 136610', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 244054', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 240698', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 172906', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 238959', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' ?', ' 163085', ' HS-grad', ' 9', ' Separated', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 172022', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Federal-gov', ' 218062', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 201799', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 150717', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 94391', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 153064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 156771', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 216639', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 82161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 159159', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 310014', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 133014', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 36214', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['21', ' Private', ' 399022', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 179758', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 48947', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 201865', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 319122', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 155151', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 24106', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['31', ' Private', ' 257863', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 28967', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 379393', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 152752', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 154874', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 4416', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 154210', ' 11th', ' 7', ' Married-spouse-absent', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' India', ' <=50K']\n", - "['37', ' Private', ' 335716', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 94744', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 133861', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 48', ' United-States', ' >50K']\n", - "['24', ' Private', ' 240137', ' 1st-4th', ' 2', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 80004', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 109702', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 39610', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 90046', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 193855', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 206889', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 86298', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 149650', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 2559', ' 48', ' United-States', ' >50K']\n", - "['25', ' Private', ' 323139', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 237993', ' Prof-school', ' 15', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['24', ' Private', ' 36058', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 163393', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 93535', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 112952', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 182541', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Local-gov', ' 73392', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 507086', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 195868', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 276851', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 1762', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 39901', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 33124', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 419732', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 171095', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 199278', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 235205', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 168232', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 145964', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Local-gov', ' 72338', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 153870', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 323798', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['17', ' Private', ' 198830', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 267040', ' 10th', ' 6', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 167187', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 230684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Private', ' 659558', ' 12th', ' 8', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 181661', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 186144', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Federal-gov', ' 178517', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 131417', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 1797', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 57233', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 379798', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 122175', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 107302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 127651', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 102884', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 241753', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 173611', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 232666', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 352207', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 241998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' >50K']\n", - "['52', ' Private', ' 279129', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['27', ' Private', ' 177057', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 155659', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['21', ' Private', ' 251603', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 19914', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['61', ' Private', ' 115023', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 101709', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 313702', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 250068', ' 12th', ' 8', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 227359', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 196827', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 118550', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 285004', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' South', ' <=50K']\n", - "['36', ' Private', ' 280169', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 144608', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['52', ' Private', ' 76860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 8', ' Philippines', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 167280', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 334783', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 141580', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 226443', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 366065', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 225724', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['81', ' State-gov', ' 132204', ' 1st-4th', ' 2', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 258276', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 3137', ' 0', ' 40', ' ?', ' <=50K']\n", - "['38', ' Private', ' 197711', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['21', ' Private', ' 30619', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 335015', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 61272', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 106544', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 144169', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 40295', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 266091', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 2907', ' 0', ' 52', ' Cuba', ' <=50K']\n", - "['57', ' Private', ' 143030', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['42', ' State-gov', ' 192397', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 114351', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 63466', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 132304', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Scotland', ' <=50K']\n", - "['58', ' Private', ' 128162', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 125938', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['37', ' Private', ' 170174', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 203451', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 109917', ' 7th-8th', ' 4', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 114937', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 231196', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 238474', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 314149', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Federal-gov', ' 31728', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 360131', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 141308', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 83411', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' ?', ' 119835', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 296537', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 193047', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' State-gov', ' 39630', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 213975', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 259803', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Federal-gov', ' 55465', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 181307', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 211301', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 200450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 176731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 140985', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 30', ' United-States', ' >50K']\n", - "['76', ' Private', ' 125784', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 152176', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 111423', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 130126', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Federal-gov', ' 30111', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 214989', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 24', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 272800', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 195881', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 170924', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 131473', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Vietnam', ' <=50K']\n", - "['40', ' Private', ' 149466', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 190418', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' Canada', ' <=50K']\n", - "['62', ' Local-gov', ' 167889', ' Doctorate', ' 16', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['42', ' Private', ' 177989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186035', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 195805', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 54800', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 100605', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['23', ' Private', ' 253190', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 203301', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 175696', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 278304', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 93193', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 158688', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 327612', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 210844', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 147340', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-not-inc', ' 130436', ' 1st-4th', ' 2', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 206600', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['73', ' Private', ' 284680', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 127738', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 213412', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 287927', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 249332', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['44', ' Local-gov', ' 290403', ' Assoc-voc', ' 11', ' Divorced', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['49', ' Private', ' 54772', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Self-emp-inc', ' 56651', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Federal-gov', ' 178470', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 62865', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 107196', ' HS-grad', ' 9', ' Widowed', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 86860', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 130684', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 164682', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 198316', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 261816', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['58', ' Private', ' 280309', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 97176', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 95835', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 323016', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 280670', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 136306', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 65171', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 25864', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 149531', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 33887', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 172822', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 76', ' United-States', ' >50K']\n", - "['59', ' Private', ' 106748', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 131826', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 216691', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 133328', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 164737', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 99064', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 59460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 208725', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 138513', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 121055', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 149784', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 114495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 133278', ' 12th', ' 8', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 212276', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 440129', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' Mexico', ' <=50K']\n", - "['47', ' Private', ' 98012', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 145284', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 177147', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 141537', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 48093', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 92', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 314819', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 123572', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 170800', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 332401', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 193038', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 351161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 45', ' United-States', ' >50K']\n", - "['45', ' Federal-gov', ' 106910', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 163726', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 609935', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['52', ' State-gov', ' 314627', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 115945', ' Doctorate', ' 16', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['83', ' Self-emp-inc', ' 272248', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 167878', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 176972', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 31095', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 130834', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 207415', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 264457', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 340588', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' Mexico', ' <=50K']\n", - "['82', ' ?', ' 42435', ' 10th', ' 6', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 107411', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 290640', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['29', ' Private', ' 106179', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Canada', ' <=50K']\n", - "['19', ' Private', ' 247679', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 171598', ' Bachelors', ' 13', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 234460', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['66', ' Private', ' 196674', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' >50K']\n", - "['27', ' Private', ' 182540', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 172694', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 29571', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 130438', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 213421', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 189956', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Wife', ' Black', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Private', ' 133144', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-inc', ' 24050', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 276967', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 184857', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 145160', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 192251', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 190650', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['52', ' Local-gov', ' 255927', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 99086', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 216811', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 110563', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 120471', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 183066', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 298786', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 297884', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 253612', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 1055', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 207438', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 148522', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1721', ' 15', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 139660', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 165474', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 120277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Self-emp-not-inc', ' 67929', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 229418', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 41356', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 185127', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 109133', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['57', ' Private', ' 148315', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 145692', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 210424', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 914', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 198526', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 521400', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 100882', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 124818', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 190836', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 71367', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 303032', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 98989', ' 9th', ' 5', ' Divorced', ' ?', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 390781', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 54782', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 202683', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 213081', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 89718', ' Some-college', ' 10', ' Separated', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 225106', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 18', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253262', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 78181', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 158206', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 337720', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['18', ' State-gov', ' 391257', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 134756', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 183404', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192793', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 203943', ' 12th', ' 8', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['53', ' Private', ' 89400', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 237868', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 139187', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 126701', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 172175', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 164210', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 608184', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 198797', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' Peru', ' <=50K']\n", - "['50', ' Local-gov', ' 425804', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' ?', ' 117618', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 119164', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 92036', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 77146', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 191803', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 54932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 251694', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 268145', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 104842', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' Haiti', ' <=50K']\n", - "['60', ' Local-gov', ' 227332', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 212512', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 133436', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 309055', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 59202', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 32709', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 73559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 117963', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 169121', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['18', ' Private', ' 308889', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 144940', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 102041', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 335998', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 29557', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 210313', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 28', ' Guatemala', ' <=50K']\n", - "['32', ' Private', ' 190784', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 107597', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 14084', ' 0', ' 30', ' United-States', ' >50K']\n", - "['59', ' Private', ' 97168', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 155930', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 181033', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 344572', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 170165', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 178835', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 118230', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 149640', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 30271', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 154165', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 341797', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 145246', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['51', ' Private', ' 280093', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 373469', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 199172', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 177199', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 258932', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 139960', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Private', ' 258037', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['32', ' Private', ' 116677', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 59496', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 34218', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 200246', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 316246', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 239161', ' Some-college', ' 10', ' Separated', ' Protective-serv', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 173411', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 259226', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 195516', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 200598', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 45', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 160369', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' ?', ' 415913', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 147253', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 199674', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 198493', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 377121', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 400635', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['45', ' Private', ' 513660', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 175069', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 82552', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 594', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 78388', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 171705', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 315640', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Iran', ' <=50K']\n", - "['45', ' Private', ' 266860', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['68', ' Private', ' 192829', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 237317', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 4934', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 110426', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' ?', ' >50K']\n", - "['41', ' Private', ' 327606', ' 12th', ' 8', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 34845', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 58582', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 155659', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 210029', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 381618', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 298449', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 50', ' United-States', ' >50K']\n", - "['35', ' State-gov', ' 226789', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 210736', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 55', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 111163', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 76860', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 92112', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 136787', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 29810', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 360884', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 266022', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 142874', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 72338', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 177305', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['39', ' Private', ' 165106', ' Bachelors', ' 13', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 50', ' ?', ' >50K']\n", - "['41', ' Private', ' 424478', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Private', ' 189721', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['37', ' Private', ' 34180', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 183279', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 35309', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['23', ' Private', ' 259109', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 148690', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 18481', ' 0', ' 2', ' United-States', ' >50K']\n", - "['60', ' Private', ' 125019', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 48', ' United-States', ' >50K']\n", - "['39', ' Self-emp-inc', ' 172538', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 410615', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 322547', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 300760', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 232782', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 174645', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 164693', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 206861', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 195602', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 422960', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 116360', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 278530', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 188291', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 163948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 64544', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 101468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 107882', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 182691', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 203776', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 201268', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 29762', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 186346', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 196690', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 99604', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 24', ' United-States', ' >50K']\n", - "['45', ' Private', ' 194772', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 95446', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 257126', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 194733', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 98361', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 124924', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 111971', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 130714', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 208358', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 147627', ' 9th', ' 5', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 1055', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 149507', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 164870', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 236861', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 220314', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Local-gov', ' 329980', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' Canada', ' <=50K']\n", - "['58', ' Local-gov', ' 318537', ' 12th', ' 8', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 183284', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 334368', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 109227', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 118551', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 163057', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 253101', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 20098', ' Assoc-voc', ' 11', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 196227', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 175374', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 234037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 341762', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 174714', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 222835', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 251786', ' 1st-4th', ' 2', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 164219', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 251120', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 236993', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 105896', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 211527', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 317809', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['25', ' Private', ' 185287', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 31014', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 151985', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['26', ' Private', ' 89389', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 406051', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 171986', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 167848', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 213019', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 211424', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 168981', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 122348', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 139753', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 176178', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 145220', ' 9th', ' 5', ' Never-married', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['38', ' Local-gov', ' 188612', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 445728', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 318002', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 235722', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 367984', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 212705', ' Masters', ' 14', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['49', ' Private', ' 411273', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 103986', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 203761', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' ?', ' 266792', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 116800', ' Assoc-acdm', ' 12', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 99199', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 162327', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 100479', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 32587', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 321990', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' Cuba', ' >50K']\n", - "['52', ' Private', ' 108914', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 61343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 81154', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 162945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 225504', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 191712', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 176063', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 198587', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 34965', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 467108', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' ?', ' 263899', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 12', ' England', ' <=50K']\n", - "['29', ' Private', ' 204984', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 217568', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 48343', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 193130', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 253354', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 258026', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 211360', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 191367', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 148995', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' Private', ' 123901', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 117496', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 30', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 32356', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 206506', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 10', ' El-Salvador', ' <=50K']\n", - "['38', ' Private', ' 218729', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 52498', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 136767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 219540', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 114059', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 247337', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 310969', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 171546', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 217455', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 410489', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 146391', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 165484', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['23', ' Private', ' 184271', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 231347', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 95469', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 244025', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 56', ' Puerto-Rico', ' <=50K']\n", - "['46', ' Federal-gov', ' 46537', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 205730', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['29', ' Private', ' 383745', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 30', ' United-States', ' >50K']\n", - "['32', ' Private', ' 328199', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 84553', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 221072', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' ?', ' <=50K']\n", - "['23', ' Private', ' 123983', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 191024', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 167868', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 225879', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 30', ' Mexico', ' >50K']\n", - "['81', ' Self-emp-inc', ' 247232', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 2936', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 143791', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 177271', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Federal-gov', ' 129786', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 31339', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 236267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 130620', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Philippines', ' >50K']\n", - "['32', ' Private', ' 208180', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['25', ' Private', ' 292058', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 142712', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 119665', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116825', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['48', ' State-gov', ' 201177', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 118337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 173800', ' Masters', ' 14', ' Never-married', ' ?', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Taiwan', ' <=50K']\n", - "['55', ' Private', ' 289257', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 190912', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1651', ' 40', ' Vietnam', ' <=50K']\n", - "['45', ' Private', ' 140581', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 174102', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['22', ' Private', ' 316509', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['80', ' Local-gov', ' 20101', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 187279', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 259496', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 181466', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 178202', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 188976', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 203027', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 142022', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 119033', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 216181', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 178341', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 244408', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['31', ' Private', ' 198953', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 173110', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 66326', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 181091', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 135500', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 133929', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' ?', ' <=50K']\n", - "['26', ' Private', ' 86483', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 167787', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 208577', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 216697', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 118457', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 298635', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' Philippines', ' <=50K']\n", - "['21', ' Local-gov', ' 212780', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 159187', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 237995', ' Assoc-voc', ' 11', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 160724', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 183800', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['54', ' ?', ' 185936', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 161198', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 113635', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 214542', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 172991', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 203761', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 161141', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['71', ' Private', ' 180117', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 317396', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 237868', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 323069', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 181091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 309122', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 105936', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 40024', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 192443', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 13550', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' State-gov', ' 184216', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 256211', ' 1st-4th', ' 2', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['55', ' Private', ' 205422', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 22211', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 196308', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 389713', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 82566', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 199058', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 160440', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' Private', ' 76034', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' >50K']\n", - "['38', ' Private', ' 188503', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 6497', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 92845', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 29083', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 234474', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 107308', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 111891', ' Some-college', ' 10', ' Separated', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 145419', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 67', ' Italy', ' >50K']\n", - "['44', ' Local-gov', ' 193425', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Federal-gov', ' 188278', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 303485', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 67187', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 114508', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 204172', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 162973', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 192695', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' Canada', ' <=50K']\n", - "['41', ' Local-gov', ' 89172', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 163320', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 128230', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 246440', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 50567', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117476', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 315834', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 214881', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 195516', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 218653', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 87205', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 20', ' United-States', ' >50K']\n", - "['40', ' Private', ' 164647', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 129151', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 319697', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 193374', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 167864', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 197932', ' Some-college', ' 10', ' Separated', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' Guatemala', ' <=50K']\n", - "['51', ' Private', ' 102904', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 216907', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 331395', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 171424', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 35406', ' 7th-8th', ' 4', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 238964', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 213002', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 36', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 27882', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 2205', ' 40', ' Holand-Netherlands', ' <=50K']\n", - "['22', ' Private', ' 340543', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 70240', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 87169', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 253759', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 194431', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 137843', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['40', ' ?', ' 170649', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 182460', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 26929', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 399022', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 50171', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 218490', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 164423', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 124436', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 60981', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 70868', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 150601', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['53', ' Private', ' 228500', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' State-gov', ' 76767', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 218178', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 615367', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 150324', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 51264', ' 11th', ' 7', ' Divorced', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 197642', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 229895', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 167415', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Private', ' 166934', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 305597', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 301591', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 229646', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 51461', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 206600', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' Nicaragua', ' <=50K']\n", - "['25', ' Private', ' 176836', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 204447', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['50', ' Private', ' 33304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 174051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 38918', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 75', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 170017', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 98466', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 188864', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 137815', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 43475', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 557236', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 32779', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 419', ' 12', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 161765', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 57', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 207668', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 2444', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 171215', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 52590', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 183751', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 149507', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 98092', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 123714', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 190385', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 334273', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 343440', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 208302', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 280164', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 174714', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 184655', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 140459', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 108815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 152652', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 269499', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 33373', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 243674', ' HS-grad', ' 9', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 225432', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 215839', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['29', ' Local-gov', ' 195520', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 70092', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 189888', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 64307', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 94235', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 62333', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 260997', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 146268', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 147258', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 207948', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 180607', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 104996', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' Self-emp-not-inc', ' 562336', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 334366', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 142757', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Local-gov', ' 220656', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 38', ' England', ' <=50K']\n", - "['43', ' Private', ' 96483', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['45', ' Private', ' 51744', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 114967', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 393965', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 41838', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 143046', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 209174', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['54', ' Private', ' 183248', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 102942', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 2258', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 427474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 338632', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 89559', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 32533', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 255969', ' 12th', ' 8', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 112376', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' ?', ' 346053', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 147653', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 35', ' ?', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 44915', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 111450', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 65', ' Haiti', ' <=50K']\n", - "['61', ' Private', ' 171429', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 190964', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 109005', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 404453', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 280169', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 163204', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 192256', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 181755', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 183105', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' Cuba', ' <=50K']\n", - "['37', ' Private', ' 335168', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 86643', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 180262', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 127865', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 146042', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 102110', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['38', ' Private', ' 152237', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' >50K']\n", - "['22', ' Private', ' 202745', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 199303', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 266467', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 345259', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 204935', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 244830', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4787', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 190457', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 180138', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 166585', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 29962', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 191129', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 378707', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 116358', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 27828', ' 0', ' 48', ' United-States', ' >50K']\n", - "['48', ' Private', ' 240629', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 233320', ' 7th-8th', ' 4', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 302708', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 50', ' Japan', ' >50K']\n", - "['57', ' Private', ' 29375', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 137314', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 140886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 226968', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 151793', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 56460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 2179', ' 12', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 72887', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 1', ' Vietnam', ' <=50K']\n", - "['35', ' Private', ' 261646', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 178615', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 295589', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Self-emp-inc', ' 377836', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 56510', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 337696', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 183765', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 107846', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 22641', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 204590', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 114801', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 190591', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 220066', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['22', ' ?', ' 228480', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 128378', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 157595', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Local-gov', ' 152171', ' 11th', ' 7', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 339755', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['49', ' Private', ' 240841', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 94345', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 289116', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 176647', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 79627', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 210781', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 161981', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 493443', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 86459', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['64', ' Private', ' 312242', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 185408', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 101077', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 147200', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 166327', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 178644', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 126675', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' ?', ' <=50K']\n", - "['30', ' Private', ' 158420', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' ?', ' 83046', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 46609', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['17', ' ?', ' 170320', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 37232', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['55', ' Private', ' 141877', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 81654', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['50', ' Private', ' 177705', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 124792', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 129497', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['60', ' Private', ' 114413', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 189511', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 111625', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 246431', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 147654', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 443546', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 281751', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 263128', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 292692', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 96798', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['34', ' Private', ' 430554', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 317078', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 108557', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 207400', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187089', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 398986', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 52', ' United-States', ' >50K']\n", - "['38', ' Private', ' 238980', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 407495', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 183800', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' ?', ' 226989', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 287190', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 111363', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 260938', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 183594', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 49194', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 117618', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 172496', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 389713', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 174413', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 189843', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 198546', ' Masters', ' 14', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 82497', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 193090', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['79', ' Private', ' 172220', ' 7th-8th', ' 4', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 2964', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 208451', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' ?', ' 234277', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 163729', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 434097', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 192053', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 178628', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 96827', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['34', ' Private', ' 154667', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 160246', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 166036', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 186813', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 162312', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 183893', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 270228', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 111829', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 175669', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 104097', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 117618', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 202450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 109570', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 101096', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['39', ' Private', ' 236391', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 136975', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 167523', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 240979', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 248612', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['39', ' Private', ' 151023', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 114', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 236436', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' ?', ' 153167', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 61735', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 243165', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['24', ' Private', ' 388885', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['77', ' Self-emp-inc', ' 84979', ' Doctorate', ' 16', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 87209', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 168539', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 179013', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 196643', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 68898', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['32', ' Private', ' 156464', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 35884', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 182714', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['77', ' Private', ' 344425', ' 9th', ' 5', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 177277', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 70767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 520078', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 321770', ' HS-grad', ' 9', ' Married-spouse-absent', ' Transport-moving', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 158416', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 312667', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 208656', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 31481', ' Bachelors', ' 13', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 259531', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 186239', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 162954', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 249315', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 308237', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 103064', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 185847', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 168521', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 198170', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 353628', ' 10th', ' 6', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 273285', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 272069', ' Assoc-voc', ' 11', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 22328', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 309212', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 148888', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 324637', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 55139', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' ?', ' 212206', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 48', ' United-States', ' >50K']\n", - "['29', ' Private', ' 119004', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 2179', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 252079', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['70', ' Private', ' 315868', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 392325', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' State-gov', ' 174283', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 126832', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 126071', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 265706', ' Masters', ' 14', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 282964', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 328518', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 283499', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 286675', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 136472', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 132879', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 314798', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 143943', ' Bachelors', ' 13', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 134367', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 366796', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 195573', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 33616', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 164190', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 380281', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' Columbia', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 190763', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 209535', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 156003', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 55699', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 183151', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 198790', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 272359', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 80', ' United-States', ' >50K']\n", - "['27', ' Private', ' 236481', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 10', ' India', ' <=50K']\n", - "['55', ' Private', ' 143266', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 192386', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 99543', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 169435', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 34572', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Private', ' 119272', ' 10th', ' 6', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 211601', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 154785', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 213041', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['59', ' Private', ' 229939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 175331', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 226443', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 46561', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 161311', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 98215', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 118363', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 2206', ' 5', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 181242', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 356238', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 39380', ' Some-college', ' 10', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 27828', ' 0', ' 20', ' United-States', ' >50K']\n", - "['28', ' Private', ' 315287', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['34', ' Private', ' 269723', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 2977', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 34098', ' 10th', ' 6', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 50880', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['41', ' Federal-gov', ' 356934', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['26', ' Private', ' 276309', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 175925', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 52', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 164607', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 224462', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 92863', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 179565', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 31137', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 199495', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 175262', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['37', ' Private', ' 220585', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 231793', ' Doctorate', ' 16', ' Married-spouse-absent', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 191342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 186420', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 328242', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' >50K']\n", - "['56', ' Private', ' 279340', ' 11th', ' 7', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 174478', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 151771', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 145636', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 43', ' United-States', ' >50K']\n", - "['21', ' Private', ' 120326', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 246439', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 144133', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 145522', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 312055', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 235847', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 187748', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 396482', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 261688', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 39477', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 143058', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 216867', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 230592', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 40338', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 115457', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 374983', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 285419', ' 12th', ' 8', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 385901', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 187581', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 299036', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' Private', ' 68729', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 333990', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117767', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 184378', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 232591', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 143851', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 89622', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['34', ' Private', ' 202498', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['72', ' Private', ' 268861', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 99', ' ?', ' <=50K']\n", - "['54', ' Private', ' 343242', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['30', ' Private', ' 460408', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Private', ' 205246', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 230329', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 197871', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 201375', ' Assoc-acdm', ' 12', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 194290', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 191814', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 95168', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 137876', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 386136', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['71', ' ?', ' 108390', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3432', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 152529', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 214891', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['18', ' Private', ' 133654', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 147548', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 73051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 60166', ' 1st-4th', ' 2', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 454934', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 338355', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 185621', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 101500', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 36397', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 276540', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 293968', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 35523', ' Assoc-acdm', ' 12', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 186993', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 232132', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 176917', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 105936', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 105821', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' ?', ' 34506', ' Some-college', ' 10', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 178074', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 116961', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 191930', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 130807', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 94100', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 144822', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 102191', ' Masters', ' 14', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 90934', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 296892', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['48', ' Private', ' 173243', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 258768', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 2174', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 189759', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 69249', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 133061', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 175202', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 27051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 60414', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 317360', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 258298', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 174040', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 177566', ' Some-college', ' 10', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['54', ' Private', ' 162238', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 87556', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 144322', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 190015', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 183173', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 151322', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 47392', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 107125', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 265295', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 189219', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 147989', ' Some-college', ' 10', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 185732', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 153516', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 191910', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 216145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 202872', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 39630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 114292', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 206721', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 358585', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 377283', ' Bachelors', ' 13', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' ?', ' 76043', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 1', ' United-States', ' >50K']\n", - "['65', ' Without-pay', ' 172949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 2414', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 110171', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 223861', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 163455', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 183892', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 47022', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 145401', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 387074', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 105363', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 195467', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 170217', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 156807', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 255193', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 273640', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 191177', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 184787', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 239409', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 404547', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 23740', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['20', ' Private', ' 382153', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 164488', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 228424', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 168539', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 189530', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 89419', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['35', ' Private', ' 224512', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['21', ' ?', ' 314645', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 85787', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 279881', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 194287', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 141040', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 222294', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 410980', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['52', ' Private', ' 38795', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Private', ' 182979', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 223277', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 67065', ' Assoc-voc', ' 11', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Male', ' 594', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 160647', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 45796', ' 12th', ' 8', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 110597', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 166961', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 318975', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['49', ' Private', ' 305657', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 120857', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 158712', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 304530', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 327533', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Local-gov', ' 233954', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Federal-gov', ' 26880', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 70754', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 184665', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 245372', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 252668', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 86551', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 241998', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 4787', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 106900', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 204235', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 127772', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 117217', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 215389', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 198050', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 173476', ' Prof-school', ' 15', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 217349', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 377018', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 99894', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' Japan', ' >50K']\n", - "['25', ' Private', ' 170786', ' 9th', ' 5', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 250585', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 198769', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 306513', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 178623', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 14084', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 109307', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 106982', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 396878', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 344278', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 203653', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 227890', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 107812', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 185143', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 143068', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 114758', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 266337', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 321787', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 21306', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['18', ' Private', ' 271935', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 148952', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 196626', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 108082', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 199439', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' ?', ' 304076', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 81436', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-inc', ' 352971', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['53', ' Private', ' 375134', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 206521', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 330466', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 208302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 135285', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 171615', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 149698', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 71351', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' El-Salvador', ' <=50K']\n", - "['63', ' Private', ' 84737', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['54', ' Local-gov', ' 375134', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 207103', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 199314', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 289741', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 41310', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 240837', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 283499', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 97778', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 21698', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 232618', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 175820', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 63996', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 182985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 380127', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 111483', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 31008', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 96346', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 317528', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 223020', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 173998', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 1485', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 115076', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 133969', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 173858', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['35', ' Private', ' 193241', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 50644', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 178841', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 177017', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1504', ' 37', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 253267', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 36', ' United-States', ' >50K']\n", - "['37', ' Private', ' 202027', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Self-emp-not-inc', ' 321865', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 321709', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 166371', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['18', ' Private', ' 210574', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 92968', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 474617', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Male', ' 5455', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 264390', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 144949', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 90803', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 126701', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['40', ' Private', ' 178417', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 197176', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['25', ' Private', ' 182227', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 117606', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 349502', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 81487', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' >50K']\n", - "['32', ' State-gov', ' 169583', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 485117', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 35603', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 175390', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 184986', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 174395', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187711', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 189878', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 224073', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 159726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['40', ' ?', ' 65545', ' Masters', ' 14', ' Divorced', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 456618', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 202397', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['21', ' Private', ' 206681', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 222020', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 137304', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 141645', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 218085', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 52596', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 197997', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 191444', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 40767', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 172577', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 241998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' State-gov', ' 215908', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 2174', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 212120', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 109133', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 60', ' Iran', ' >50K']\n", - "['20', ' Private', ' 224424', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 214985', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 147098', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 149833', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 253770', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['80', ' Private', ' 252466', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 132717', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 138944', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 280570', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 144380', ' Some-college', ' 10', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['69', ' Local-gov', ' 660461', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 177211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 197424', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-inc', ' 31717', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Private', ' 296849', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 193720', ' HS-grad', ' 9', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 106698', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 214469', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 185798', ' Assoc-voc', ' 11', ' Separated', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['26', ' Private', ' 333108', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 35210', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 140845', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 155', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 335376', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 170455', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 298215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' ?', ' 93834', ' HS-grad', ' 9', ' Separated', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 404416', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 206916', ' Bachelors', ' 13', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 143175', ' Some-college', ' 10', ' Widowed', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 409189', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 285750', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 235556', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['39', ' Local-gov', ' 170382', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' England', ' >50K']\n", - "['48', ' Private', ' 195437', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 191130', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 231160', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 47310', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 214635', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 36', ' Haiti', ' <=50K']\n", - "['50', ' Federal-gov', ' 65160', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 423222', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 80', ' United-States', ' >50K']\n", - "['34', ' Private', ' 263307', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 272896', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 232854', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 442035', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 127875', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 283724', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 403911', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 228649', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 177027', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 7688', ' 0', ' 52', ' Japan', ' >50K']\n", - "['47', ' Private', ' 249935', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 533147', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 137862', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 249543', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 230979', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 25', ' United-States', ' >50K']\n", - "['41', ' Private', ' 137126', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['17', ' Private', ' 147339', ' 10th', ' 6', ' Never-married', ' Prof-specialty', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 256647', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 111696', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 150084', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 285457', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 303867', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 113597', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 151626', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 26145', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 176189', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 497253', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 41090', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 282461', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['21', ' Private', ' 225541', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 203488', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 296613', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 99373', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 109705', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 144947', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 617898', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 38310', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 248993', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 149131', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['33', ' Private', ' 69311', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 143766', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 213477', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 275691', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 59367', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 35551', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 236784', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' Cuba', ' <=50K']\n", - "['43', ' Local-gov', ' 193755', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 315291', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 290504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 256240', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 199591', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['27', ' Private', ' 178709', ' Masters', ' 14', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 449354', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 187937', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Never-worked', ' 157131', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 188772', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 157617', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['60', ' Private', ' 96099', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 122322', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 409189', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['45', ' Private', ' 175925', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['76', ' Self-emp-not-inc', ' 236878', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 216647', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 300681', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' >50K']\n", - "['54', ' Private', ' 327769', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 194723', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 31251', ' 7th-8th', ' 4', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 212506', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 23037', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 29054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 92733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' State-gov', ' 184678', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 32528', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' >50K']\n", - "['63', ' Private', ' 125954', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 73715', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 209212', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 56', ' ?', ' <=50K']\n", - "['41', ' Private', ' 287037', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 64667', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 60', ' Vietnam', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 366662', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 113337', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['47', ' Private', ' 387468', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Scotland', ' >50K']\n", - "['51', ' Private', ' 384248', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 332703', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Other', ' Female', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 198873', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 30', ' United-States', ' >50K']\n", - "['32', ' Private', ' 317809', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 160910', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-inc', ' 182629', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 267652', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 410186', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 365411', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 205337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 100999', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 197462', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 199143', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 7430', ' 0', ' 44', ' United-States', ' >50K']\n", - "['47', ' Private', ' 191978', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 50178', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 72442', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 248512', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 178140', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' Private', ' 354024', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 143589', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['35', ' Private', ' 219902', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 419722', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 3674', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 154374', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 132601', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 29430', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 30731', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 210825', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 251091', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 219034', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 35723', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 358886', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 248708', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 77937', ' 12th', ' 8', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['30', ' Private', ' 30063', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253799', ' 12th', ' 8', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' England', ' <=50K']\n", - "['60', ' ?', ' 41553', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 59146', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 343609', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 216010', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 164526', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 150958', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' Guatemala', ' <=50K']\n", - "['26', ' Private', ' 244495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 199336', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 151369', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Federal-gov', ' 118701', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 219611', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 184568', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 246891', ' Prof-school', ' 15', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 243436', ' 9th', ' 5', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 68318', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 56331', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 190591', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['54', ' Private', ' 140359', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 3900', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 23510', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 2201', ' 60', ' India', ' >50K']\n", - "['28', ' Private', ' 122540', ' 10th', ' 6', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 212562', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 112497', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Ireland', ' <=50K']\n", - "['82', ' Private', ' 147729', ' 5th-6th', ' 3', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 296066', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 148138', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 40', ' Japan', ' >50K']\n", - "['68', ' Private', ' 50351', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 6360', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 306496', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 210029', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 2001', ' 37', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 163894', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 113936', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 316820', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 53367', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 95256', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 127728', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 66686', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 207627', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2228', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 199768', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 30', ' United-States', ' >50K']\n", - "['47', ' ?', ' 186805', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 154297', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 103064', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 93235', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 1721', ' 25', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 440607', ' Preschool', ' 1', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 212894', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 167990', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 378460', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 151089', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 153583', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 114639', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 344480', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 188300', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 105938', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 217826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 25', ' Jamaica', ' <=50K']\n", - "['20', ' Private', ' 379525', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 177331', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 127918', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' Puerto-Rico', ' <=50K']\n", - "['47', ' Federal-gov', ' 27067', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 250038', ' 9th', ' 5', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 36270', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 65', ' United-States', ' >50K']\n", - "['60', ' Private', ' 308608', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 213574', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 235109', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 374905', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 118876', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 223716', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['85', ' Self-emp-not-inc', ' 166027', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 275943', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['39', ' Private', ' 198654', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2415', ' 67', ' India', ' >50K']\n", - "['25', ' Private', ' 109080', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 104333', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 195876', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 390879', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 197748', ' 11th', ' 7', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 442045', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 44216', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 114537', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 253370', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['19', ' Private', ' 274830', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 321763', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 213226', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['22', ' Private', ' 167787', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 352712', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 316027', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['26', ' Private', ' 213412', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' Private', ' 202483', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['79', ' Local-gov', ' 146244', ' Doctorate', ' 16', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 450544', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 81243', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 195258', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 57929', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 953588', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 99064', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 194788', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 155293', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['68', ' Private', ' 204082', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 216283', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 355856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' >50K']\n", - "['22', ' Private', ' 297380', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 425622', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 145628', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 115549', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 245482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 142444', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 134026', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 177366', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 38245', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 215944', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 115784', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 170165', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 355320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 116163', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 405644', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 77', ' Mexico', ' <=50K']\n", - "['36', ' Local-gov', ' 223433', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' >50K']\n", - "['36', ' Private', ' 41624', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 151089', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['51', ' State-gov', ' 285747', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['25', ' State-gov', ' 108542', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 212318', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 173090', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 26781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 31782', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 189241', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 164229', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 240467', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 263614', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 74500', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Federal-gov', ' 263502', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 47707', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 231638', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 389479', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 111128', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 152307', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' ?', ' 280134', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 609789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['41', ' Private', ' 184466', ' 11th', ' 7', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 216411', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 324173', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 300681', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 35', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 598995', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 140711', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 262241', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 308136', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 148590', ' 10th', ' 6', ' Widowed', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 195635', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 228406', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 136398', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Thailand', ' >50K']\n", - "['21', ' ?', ' 305466', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 175070', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 34007', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['33', ' Private', ' 121195', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 216853', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 81280', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' Yugoslavia', ' >50K']\n", - "['18', ' Private', ' 212936', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 213055', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 220430', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['30', ' Federal-gov', ' 73514', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 307371', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 380614', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' Germany', ' >50K']\n", - "['38', ' Private', ' 119992', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 192002', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' Canada', ' >50K']\n", - "['24', ' Private', ' 327518', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 220323', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 421633', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 154210', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 2829', ' 0', ' 60', ' China', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 35034', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 378239', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 270218', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 254933', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 61751', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 137876', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 336007', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2246', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 222539', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 233856', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 198616', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 202027', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 35', ' United-States', ' >50K']\n", - "['22', ' Private', ' 203182', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 221317', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 186934', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 351402', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 179580', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 26803', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['42', ' Private', ' 344624', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 59969', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 162930', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Italy', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 192654', ' Bachelors', ' 13', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 117681', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 179285', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 217161', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 116517', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 170336', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 256529', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 227886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 141706', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 361888', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 185407', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 176101', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['18', ' Private', ' 216730', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 155755', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 4416', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 609789', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 136017', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 58880', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 10', ' United-States', ' >50K']\n", - "['40', ' Private', ' 285787', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 173243', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 160916', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 227397', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 111066', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 189924', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 31740', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 120837', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 48', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 172304', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['72', ' ?', ' 166253', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 86492', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['90', ' Private', ' 206667', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Self-emp-not-inc', ' 153546', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 189041', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 115932', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Local-gov', ' 151626', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 37302', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 109001', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 195488', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 216116', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 118497', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 101233', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 349703', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 226883', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['23', ' Private', ' 214635', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 169672', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 71458', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 142621', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 125279', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 197303', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 148995', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 4787', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 69251', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['39', ' Private', ' 160123', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 137310', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['25', ' Private', ' 323229', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 138626', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 102359', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 151888', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 50', ' Ireland', ' <=50K']\n", - "['37', ' Private', ' 404661', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 99146', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 185325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 230268', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 38819', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 380614', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' >50K']\n", - "['45', ' Private', ' 319637', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 149040', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 320984', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' ?', ' 117201', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 81965', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 182302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 53434', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['48', ' Private', ' 216214', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 24127', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 115066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 120277', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 134286', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 26716', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 174533', ' 11th', ' 7', ' Separated', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 175958', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['36', ' Private', ' 218948', ' 9th', ' 5', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['66', ' Private', ' 117746', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 206199', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 89922', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 69867', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' Private', ' 109020', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' ?', ' 158847', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 130302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 156728', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 424719', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 217647', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 33087', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 241895', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 38455', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 81054', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 163215', ' 12th', ' 8', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 156728', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 127930', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 227310', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 96844', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 245199', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 46385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 186385', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 252714', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 154897', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 320744', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 138852', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 102092', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 32533', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 278151', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 338290', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 34378', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 91959', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 265881', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 276009', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' Philippines', ' <=50K']\n", - "['27', ' Private', ' 193898', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 139364', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' State-gov', ' 306473', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 37232', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 56424', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 165235', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Thailand', ' <=50K']\n", - "['34', ' Private', ' 153326', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 106976', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 109015', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 154100', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 27828', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 183739', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 367695', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 156015', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 185132', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 188274', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 50512', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 2202', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 147719', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' India', ' <=50K']\n", - "['31', ' Private', ' 414525', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 289148', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 176069', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 199713', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 297884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 204829', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 155433', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['24', ' Local-gov', ' 32950', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 233511', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 210781', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 190762', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 83315', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 343872', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' Haiti', ' <=50K']\n", - "['46', ' Private', ' 185385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['62', ' ?', ' 302142', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2961', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 80324', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 62', ' United-States', ' >50K']\n", - "['26', ' Private', ' 357933', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 211293', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 199265', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 202872', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 195075', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 317378', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 187802', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 97212', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 47902', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 76767', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' >50K']\n", - "['42', ' Private', ' 172297', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 274475', ' 9th', ' 5', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 105244', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 165695', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253801', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 305597', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 352448', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 242768', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 201080', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['18', ' Local-gov', ' 159032', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 149568', ' 9th', ' 5', ' Never-married', ' Farming-fishing', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 229553', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['24', ' State-gov', ' 155775', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 120074', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 257588', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 177907', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 309311', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 138975', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 187778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 35865', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 234373', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 151141', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 144688', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 248094', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 248094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 213821', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 55849', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 121712', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 164552', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 223127', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 190514', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 203797', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 378460', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 105908', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 232356', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 210526', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 193530', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 22966', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 43535', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 72486', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 24', ' China', ' <=50K']\n", - "['22', ' ?', ' 229997', ' Some-college', ' 10', ' Married-spouse-absent', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 183013', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 113364', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 197380', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 298635', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' >50K']\n", - "['26', ' Private', ' 213385', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 108464', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 31007', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 35917', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 99385', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['50', ' Private', ' 48358', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 241885', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 24344', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 149686', ' 9th', ' 5', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 154432', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 331875', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['26', ' Private', ' 259585', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 104748', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 144949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 199512', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 302438', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 129155', ' 11th', ' 7', ' Widowed', ' ?', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 115784', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 96509', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 226733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 244945', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 243768', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' ?', ' 351161', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 186934', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 89813', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 129432', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 184702', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 275291', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 258298', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 139743', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 102476', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 10520', ' 0', ' 64', ' United-States', ' >50K']\n", - "['20', ' Private', ' 103840', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 274579', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 156842', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 101020', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 68729', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 141326', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 168723', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 347166', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 213722', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' >50K']\n", - "['42', ' Private', ' 196797', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 207246', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 199934', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 272185', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 190650', ' Bachelors', ' 13', ' Never-married', ' ?', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' Philippines', ' <=50K']\n", - "['81', ' ?', ' 147097', ' Bachelors', ' 13', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 266281', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 96779', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 117162', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['33', ' Private', ' 188352', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 359131', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 198824', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 68393', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 115613', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 45363', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 121590', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 4787', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Local-gov', ' 292379', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 482732', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 198663', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 230329', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 29887', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 194259', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['53', ' Private', ' 126368', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 108446', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 220696', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 32008', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 191777', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['50', ' Private', ' 185846', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['76', ' Private', ' 127016', ' 7th-8th', ' 4', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 102308', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 157894', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 345405', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 94156', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 145409', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 190968', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 212803', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 168660', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 234481', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 131461', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 24', ' Haiti', ' <=50K']\n", - "['45', ' Private', ' 408773', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 126117', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 155489', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 296749', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 185832', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['60', ' Private', ' 43235', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 213152', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 334267', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' ?', ' 253101', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 64631', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 193882', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 1340', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 71800', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 170092', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 198223', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 359796', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 110556', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 196858', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['48', ' ?', ' 112860', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 224784', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 271544', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['79', ' ?', ' 142171', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 1409', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 221172', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 256916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 157332', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 192894', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 240183', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 204338', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 122166', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['37', ' Local-gov', ' 397877', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 115066', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 2547', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 170174', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['59', ' Private', ' 171015', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 91262', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['45', ' Local-gov', ' 127678', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 263338', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 129508', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 192107', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 93930', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 207537', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 138542', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 116207', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['22', ' Private', ' 198244', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 90614', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 10', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 211160', ' 12th', ' 8', ' Married-civ-spouse', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 194630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 161478', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 144071', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 167005', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 342121', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['77', ' Self-emp-not-inc', ' 71676', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1944', ' 1', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 124692', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 147236', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 145175', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 259323', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 154978', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['60', ' ?', ' 163946', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 127768', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 98588', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 192894', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 194848', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 34446', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 177265', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 142977', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 241350', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['30', ' Private', ' 154882', ' Prof-school', ' 15', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 60562', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 142566', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 176162', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 186303', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' Canada', ' >50K']\n", - "['40', ' Private', ' 237671', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 184416', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 68624', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 229504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 340591', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 262208', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' Jamaica', ' <=50K']\n", - "['26', ' Private', ' 236008', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 214284', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 10', ' Japan', ' <=50K']\n", - "['33', ' Private', ' 169496', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' ?', ' 205940', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 195179', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 469697', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 140242', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 214415', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 452283', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 244172', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 231972', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 412296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' >50K']\n", - "['32', ' Private', ' 30497', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 189216', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 268292', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 69306', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 111224', ' Bachelors', ' 13', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 309348', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['80', ' ?', ' 174995', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' Canada', ' <=50K']\n", - "['20', ' Private', ' 210781', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 286750', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 321274', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 192936', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 72743', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 187861', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 179579', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 663394', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 302422', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 154373', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 37353', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 109609', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 184402', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 224640', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 405526', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 36385', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 147884', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 164231', ' 11th', ' 7', ' Separated', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 383306', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 417668', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 161007', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' State-gov', ' 99823', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 37379', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 148645', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 180477', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 123147', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 111415', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 107327', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 146565', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 267556', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 284871', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 194690', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['32', ' Federal-gov', ' 145983', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 163998', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 128478', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 250647', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' Nicaragua', ' <=50K']\n", - "['60', ' Private', ' 226949', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 157901', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 33863', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 40444', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 54373', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 52753', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1504', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 104423', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 4386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 305714', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 167440', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 291529', ' 10th', ' 6', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 243380', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 38619', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 230684', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 132601', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 193285', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 279156', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 339372', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 101265', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 117789', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 312667', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 255503', ' 11th', ' 7', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 221955', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 139190', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 185556', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['53', ' Federal-gov', ' 84278', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['40', ' Private', ' 114580', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['36', ' Private', ' 185405', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 199539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 346480', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 349431', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 219619', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 127491', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 5721', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 253899', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 155232', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 182437', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 530454', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 101430', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 358668', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 90668', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 126141', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 238355', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['22', ' Private', ' 194031', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 117833', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 249686', ' Prof-school', ' 15', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 219591', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 221757', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 80625', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 185407', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 163110', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' ?', ' 24504', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 159187', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['21', ' Private', ' 100462', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 2174', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 192936', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 145011', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 181196', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 37778', ' Masters', ' 14', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 60288', ' Masters', ' 14', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 84231', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 52028', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 5', ' Vietnam', ' <=50K']\n", - "['63', ' Private', ' 318763', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 168138', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 113530', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 321896', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 145791', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 131425', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 145214', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 4650', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 142166', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 494784', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 172479', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 184655', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 26669', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 191479', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 86625', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['64', ' State-gov', ' 111795', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 242564', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 2205', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 364657', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 436107', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 272476', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Federal-gov', ' 47310', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 283796', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 161092', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 265230', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 61885', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 2001', ' 65', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 150471', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 183041', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 176673', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 235891', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['41', ' Private', ' 163287', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 43', ' United-States', ' >50K']\n", - "['29', ' Private', ' 164040', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 324561', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 99127', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 334999', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 543477', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 65876', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 105866', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 214858', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 154076', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' Private', ' 280307', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' Cuba', ' <=50K']\n", - "['30', ' Private', ' 97723', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 233499', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['76', ' Local-gov', ' 259612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 236977', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 347814', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 197495', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 227594', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 165441', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 337488', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 167552', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' >50K']\n", - "['20', ' Private', ' 396722', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 146538', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 51973', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 144778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 169672', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 240137', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Mexico', ' <=50K']\n", - "['54', ' State-gov', ' 103179', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 172050', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 178976', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 176185', ' 12th', ' 8', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 42', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 158200', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['38', ' Federal-gov', ' 172571', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 226735', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 148015', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 199529', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 35001', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 67586', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 88126', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 452452', ' 10th', ' 6', ' Never-married', ' Priv-house-serv', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 378546', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 186087', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 27856', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 234859', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 71733', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 207473', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['54', ' Private', ' 179291', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 56', ' Haiti', ' >50K']\n", - "['21', ' ?', ' 253190', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 92968', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['25', ' Private', ' 209286', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 122889', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' India', ' >50K']\n", - "['33', ' Private', ' 112358', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 176341', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['58', ' Private', ' 247276', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 276087', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['67', ' Private', ' 257557', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 10566', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 177937', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['69', ' Self-emp-inc', ' 106395', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 167138', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 213887', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 185647', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 143360', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 176862', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 97614', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 224680', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 1258', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 196763', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 306183', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 343061', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['48', ' ?', ' 193047', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 348521', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 99', ' United-States', ' >50K']\n", - "['59', ' Private', ' 195835', ' 7th-8th', ' 4', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 106273', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 222756', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Self-emp-inc', ' 110610', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' ?', ' 191982', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' Poland', ' <=50K']\n", - "['46', ' Private', ' 247286', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 219042', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 224566', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1669', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 204751', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 113398', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 170428', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 28', ' Taiwan', ' <=50K']\n", - "['59', ' Private', ' 258579', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 162424', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 263005', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 26502', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 6497', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 369131', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 114859', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 405309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 323627', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 106698', ' Assoc-acdm', ' 12', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 51506', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 117251', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 106705', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 217296', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 34788', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 143368', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 86600', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' State-gov', ' 117017', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 104756', ' Some-college', ' 10', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 55720', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' State-gov', ' 481096', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 281668', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 186145', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 96524', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 187397', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Unmarried', ' Other', ' Male', ' 1151', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 181153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 375170', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 360743', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 420054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['31', ' Private', ' 137681', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 28419', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 101214', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 213019', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 207540', ' Doctorate', ' 16', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 145333', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 107306', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 195327', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 196126', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['17', ' Private', ' 175465', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 197905', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-inc', ' 118119', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 172571', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 25051', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 210714', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['22', ' Private', ' 183083', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 99185', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 283921', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 396467', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 158680', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 202091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 285127', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 218630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Self-emp-inc', ' 99309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 165505', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 122272', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 147707', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 44257', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 194995', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 345969', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['28', ' Private', ' 31842', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 143582', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Vietnam', ' <=50K']\n", - "['50', ' Private', ' 161438', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 317019', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 158451', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 225883', ' Some-college', ' 10', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 176319', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-inc', ' 258883', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['62', ' Private', ' 26966', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 202812', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['59', ' Private', ' 35411', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 190885', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 182162', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 352640', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 213945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 135102', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 102583', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 225612', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['32', ' Private', ' 241802', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 347434', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' Mexico', ' <=50K']\n", - "['37', ' Private', ' 305259', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 140830', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 291568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 203067', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 155106', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 252752', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 404601', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2414', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 100226', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 63503', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 95929', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 187618', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 92178', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 220362', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 209900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['32', ' Private', ' 272376', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 173854', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['37', ' Private', ' 278924', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 324568', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 124963', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 211299', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 192791', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 182862', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 15831', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 46868', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 31365', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 148171', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 142647', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 116230', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 108907', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['19', ' Private', ' 495982', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 334026', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 268571', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 213813', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 241667', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 160920', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 107265', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' ?', ' 41609', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 129460', ' 10th', ' 6', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 2238', ' 35', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 109912', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' >50K']\n", - "['23', ' Private', ' 167424', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 270079', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 325923', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 194905', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 183486', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Federal-gov', ' 153066', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Self-emp-inc', ' 56248', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 60', ' United-States', ' >50K']\n", - "['65', ' Private', ' 105252', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 168195', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 167735', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 146310', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 256504', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 121425', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 146440', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 155259', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 98829', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 239321', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Self-emp-inc', ' 134768', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 556902', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 47907', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 114357', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 189462', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1504', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 90646', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 232914', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 192201', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 27776', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 137476', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['30', ' Private', ' 100734', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 111746', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Portugal', ' <=50K']\n", - "['32', ' Private', ' 184833', ' 10th', ' 6', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 414721', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 1602', ' 23', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 151780', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 203628', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 137363', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 172307', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 273403', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 37931', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['61', ' Private', ' 97030', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 54608', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 108542', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 253814', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 421412', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Private', ' 207140', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 138153', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 46987', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 183173', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 229531', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 320744', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 257405', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' State-gov', ' 432052', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 397280', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 38001', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 101618', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 332727', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 115215', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 178449', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 185267', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 410439', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 85572', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['27', ' Private', ' 83517', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 194726', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 322674', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 34540', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 211073', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 61', ' United-States', ' >50K']\n", - "['30', ' Private', ' 194901', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 117059', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 78875', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2290', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 51461', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['79', ' Private', ' 266119', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 92374', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['54', ' Private', ' 175262', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 208249', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 196385', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['22', ' ?', ' 110622', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' Taiwan', ' <=50K']\n", - "['34', ' Private', ' 146980', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 112974', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 175943', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 15', ' United-States', ' >50K']\n", - "['28', ' Private', ' 163265', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 210932', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 145290', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 198992', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['77', ' ?', ' 174887', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 36651', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 190072', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 49087', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 126622', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 174189', ' 9th', ' 5', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 118605', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 377622', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 157272', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 78530', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 190391', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' State-gov', ' 162678', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 103980', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 293726', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 98350', ' Preschool', ' 1', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['30', ' Private', ' 207668', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' Hungary', ' <=50K']\n", - "['29', ' Federal-gov', ' 41013', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 188186', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 320071', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 306908', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['62', ' Private', ' 167652', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 173580', ' Some-college', ' 10', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 273612', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 195555', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 186446', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 418405', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 41793', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['26', ' Private', ' 183965', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 354784', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 198096', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 732102', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 97847', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 196678', ' Preschool', ' 1', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 320014', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 298215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 295127', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 368140', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 187411', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['22', ' ?', ' 121070', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 212163', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 108198', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 294431', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 202560', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Self-emp-inc', ' 266070', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 346122', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 308686', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['62', ' Self-emp-inc', ' 236096', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187711', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 238959', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 93557', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 329980', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 125010', ' Assoc-voc', ' 11', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 90915', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 289731', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 33114', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 1797', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 206052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 191385', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' ?', ' 268804', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 191429', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 199753', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 92486', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 171088', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 112820', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 32855', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 142964', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 89146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' ?', ' 147015', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 291968', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 29235', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' France', ' >50K']\n", - "['55', ' Private', ' 238216', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 323726', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 141663', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 218471', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 118551', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 35092', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 139703', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 28', ' Jamaica', ' <=50K']\n", - "['39', ' Federal-gov', ' 206190', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 178353', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Federal-gov', ' 169133', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 103179', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 354464', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 124651', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 60426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 98726', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 133861', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 180303', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 47', ' Iran', ' <=50K']\n", - "['33', ' Private', ' 221324', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 325658', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 210562', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 152249', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 178649', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' France', ' <=50K']\n", - "['41', ' State-gov', ' 48997', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 243409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 162442', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['23', ' Private', ' 203078', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 155983', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 182677', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Thailand', ' <=50K']\n", - "['34', ' ?', ' 170276', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['47', ' Private', ' 105381', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 256240', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 210275', ' Masters', ' 14', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 4687', ' 0', ' 35', ' United-States', ' >50K']\n", - "['53', ' Private', ' 150980', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 141584', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 113571', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 154089', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 50197', ' 10th', ' 6', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 132572', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 238185', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 112754', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['21', ' ?', ' 357029', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 2105', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 213389', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 1726', ' 38', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 287647', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['39', ' Private', ' 150061', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 15020', ' 0', ' 60', ' United-States', ' >50K']\n", - "['58', ' Self-emp-inc', ' 143266', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 68006', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 287079', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 223212', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 173929', ' Doctorate', ' 16', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 182211', ' HS-grad', ' 9', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 62539', ' 11th', ' 7', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 65', ' Greece', ' >50K']\n", - "['29', ' Private', ' 157612', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 305472', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 548256', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 40295', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 112403', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 2354', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 31137', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 116138', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' ?', ' 127833', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 201743', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 240027', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 129882', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 355890', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' Private', ' 107658', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' Canada', ' <=50K']\n", - "['58', ' Private', ' 136841', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 35', ' United-States', ' >50K']\n", - "['19', ' Private', ' 146679', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 35724', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 42251', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 113838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 282398', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 33331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 41031', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155489', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['33', ' Private', ' 53042', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 174789', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 203067', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['81', ' Private', ' 177408', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 26', ' United-States', ' >50K']\n", - "['45', ' Private', ' 216626', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['35', ' Private', ' 93034', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 188003', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 65535', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['39', ' Private', ' 366757', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 414545', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 295919', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 34378', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 58359', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 476334', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 255424', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Local-gov', ' 175856', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 124692', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 118551', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' ?', ' 292019', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 288566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['61', ' Private', ' 137733', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 39432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 138537', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['37', ' Private', ' 709445', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 194809', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 89041', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' ?', ' 299090', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 159561', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 236328', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 269045', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' ?', ' 196627', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 323798', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 463072', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 199655', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Other', ' Female', ' 0', ' 1740', ' 40', ' ?', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 98756', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 161075', ' HS-grad', ' 9', ' Widowed', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 192485', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 201579', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 117606', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 177487', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 237731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 60313', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 270059', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 25236', ' 0', ' 25', ' United-States', ' >50K']\n", - "['27', ' Private', ' 169958', ' 5th-6th', ' 3', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['19', ' Private', ' 240686', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 124793', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 113948', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 241021', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 147655', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 38876', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 117299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 114813', ' 10th', ' 6', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 136310', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 153132', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['23', ' Private', ' 197552', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 69748', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 175738', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' State-gov', ' 78649', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 188774', ' 11th', ' 7', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['48', ' Private', ' 155659', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Federal-gov', ' 215891', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 144928', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 33688', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 1669', ' 70', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 262446', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 191295', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 279173', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 153031', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['28', ' Private', ' 202239', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 469454', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 164156', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 196482', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 176185', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' France', ' >50K']\n", - "['34', ' Private', ' 287315', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117210', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 41610', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 160703', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['31', ' Private', ' 80511', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 219155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 106347', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 68899', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2129', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 163985', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['28', ' Private', ' 270887', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 205726', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 218899', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186183', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 80', ' United-States', ' >50K']\n", - "['19', ' Private', ' 248749', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 197558', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 176514', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 116820', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 128730', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 65', ' Greece', ' >50K']\n", - "['37', ' Private', ' 215503', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 226129', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 175856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Private', ' 281138', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 98061', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 260560', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 289909', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 59590', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 236769', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 423616', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['24', ' Private', ' 291407', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 100029', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 204494', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['24', ' Private', ' 201680', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 154308', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 150324', ' 11th', ' 7', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 331609', ' Some-college', ' 10', ' Widowed', ' Transport-moving', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 100829', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 203169', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 122075', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 178778', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 276345', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 233511', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 289448', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['31', ' Private', ' 173350', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 130589', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 94318', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 297531', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 129762', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 182614', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['60', ' Private', ' 120067', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 182370', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 60949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 190511', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 188195', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 89534', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 125831', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['23', ' Private', ' 183358', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['38', ' ?', ' 75024', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 251120', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['35', ' Private', ' 108946', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 93223', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 147393', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 45801', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 225385', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 23892', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 179668', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Scotland', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 404998', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 68882', ' 1st-4th', ' 2', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Portugal', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 194065', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 357540', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 185336', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 152503', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 167794', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['46', ' Private', ' 96552', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 169527', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 4386', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 254285', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 32509', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 125492', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 186035', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['69', ' ?', ' 168794', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 191856', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 215503', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 187560', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 252752', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 2415', ' 40', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 210991', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 190748', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 117767', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 301070', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 204645', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 72', ' United-States', ' >50K']\n", - "['39', ' Private', ' 186183', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 131808', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 156292', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 124589', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 262819', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 95500', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 241306', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 238680', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['18', ' ?', ' 42293', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 168071', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 337629', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' ?', ' >50K']\n", - "['52', ' Private', ' 168001', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 97759', ' 12th', ' 8', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 107096', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 76860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['20', ' Private', ' 70076', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 312017', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 174138', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 125892', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 210474', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 157332', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 30771', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 319768', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' France', ' >50K']\n", - "['34', ' Private', ' 209101', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 55', ' United-States', ' >50K']\n", - "['25', ' Private', ' 324609', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 268234', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 178109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 25955', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 123484', ' HS-grad', ' 9', ' Widowed', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 129762', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-not-inc', ' 108506', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 241607', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 214385', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 183000', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 290763', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 171924', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['19', ' Private', ' 97189', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 195096', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 329088', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 58371', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 256371', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 35824', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 173271', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 391349', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 86153', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 295855', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 327902', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 285102', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['57', ' Private', ' 178353', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 28119', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 197522', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 108542', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 179781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 126974', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 180060', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 38948', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 271572', ' 9th', ' 5', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 177305', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 238367', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 172232', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 153805', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Other', ' Male', ' 0', ' 0', ' 20', ' Puerto-Rico', ' <=50K']\n", - "['30', ' Private', ' 26543', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 109067', ' Bachelors', ' 13', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 213716', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 149809', ' Preschool', ' 1', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['27', ' Private', ' 185670', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Federal-gov', ' 233851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' ?', ' 192052', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 2457', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 193524', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 213385', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 38238', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 104438', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Ireland', ' >50K']\n", - "['17', ' Private', ' 202344', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 43434', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102147', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 231826', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 247378', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 78765', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 184078', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Local-gov', ' 102942', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 258430', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 244554', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 252565', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 262778', ' Masters', ' 14', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 162572', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 65706', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 102569', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' Private', ' 350498', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 159542', ' 5th-6th', ' 3', ' Widowed', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 142383', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 229236', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['72', ' Private', ' 56559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 27049', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 36376', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 194360', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 246965', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 191277', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 268525', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 456604', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 223464', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 341797', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 174461', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 392167', ' 10th', ' 6', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 210064', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 233182', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['77', ' Local-gov', ' 177550', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3818', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 143312', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 326334', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 179088', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 207637', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 37289', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 36069', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 53245', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-inc', ' 399904', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 199346', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 343019', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 232742', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 390472', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 290124', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 242912', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 70240', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['38', ' Local-gov', ' 286405', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 153841', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 137367', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 44', ' Philippines', ' <=50K']\n", - "['66', ' Private', ' 313255', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 100734', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 248584', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 60001', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 335065', ' 7th-8th', ' 4', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 219262', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 186830', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226385', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 609789', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 307767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 217460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 104052', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 42', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 160893', ' Preschool', ' 1', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 68358', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 243636', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 71269', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 71898', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Philippines', ' <=50K']\n", - "['38', ' ?', ' 212048', ' Prof-school', ' 15', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 115040', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 111994', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 210794', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 88126', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 570821', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 146196', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 169482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 63577', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 208946', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 26598', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 189203', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 183892', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['82', ' ?', ' 194590', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 188616', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 116707', ' 11th', ' 7', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 99199', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 183620', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 110476', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 157043', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 2202', ' 0', ' 30', ' ?', ' <=50K']\n", - "['53', ' Private', ' 150726', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 214695', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 172694', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 344804', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 319422', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Peru', ' <=50K']\n", - "['34', ' State-gov', ' 327902', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 438176', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 197656', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 219838', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 35561', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' ?', ' 156848', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 190257', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 156464', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 85', ' England', ' >50K']\n", - "['36', ' Private', ' 65624', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 201699', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 349910', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['88', ' Self-emp-not-inc', ' 187097', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 264314', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Columbia', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 282678', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 188923', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 114797', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 245215', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 36270', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 107138', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 77820', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 39477', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 58305', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1573', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 359759', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['19', ' ?', ' 249147', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 44797', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 164488', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 48413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 261276', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 1602', ' 40', ' Cambodia', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 36592', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 91', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 280923', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Federal-gov', ' 29617', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 208802', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 25236', ' 0', ' 36', ' United-States', ' >50K']\n", - "['35', ' Private', ' 189240', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 37932', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 181705', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 147548', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 306784', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' ?', ' 260953', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 190406', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Male', ' 25236', ' 0', ' 36', ' United-States', ' >50K']\n", - "['24', ' Private', ' 230229', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 46987', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 2174', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 301108', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 263081', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Self-emp-not-inc', ' 37741', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 115834', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 150076', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 148254', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 183611', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 258768', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 287658', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 95946', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 31267', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 302149', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['28', ' Private', ' 250135', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 176073', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 23580', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 163665', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 43953', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 144860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 61474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['57', ' Private', ' 141570', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 225660', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 336891', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 210164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 171080', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 143342', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 281627', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 409922', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' ?', ' 224472', ' Prof-school', ' 15', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 25124', ' 0', ' 80', ' United-States', ' >50K']\n", - "['29', ' Private', ' 157262', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 144949', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['71', ' Local-gov', ' 303860', ' Masters', ' 14', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2050', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 104293', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 195481', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 193995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 105216', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 147206', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 173585', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 187870', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 248919', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['42', ' Private', ' 280410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['36', ' State-gov', ' 170861', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 409230', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 340171', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 41017', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['22', ' Private', ' 416356', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 261504', ' 12th', ' 8', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 205555', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['44', ' Private', ' 245317', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['38', ' Private', ' 153685', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 169758', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 99374', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 139452', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 227832', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 213024', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 24008', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 33487', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 187934', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' Poland', ' <=50K']\n", - "['26', ' Private', ' 421561', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 109969', ' 11th', ' 7', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 116830', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 117166', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 106951', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 89625', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 5', ' United-States', ' >50K']\n", - "['42', ' Private', ' 194537', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 144002', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202214', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 109762', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 292570', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 105252', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 7978', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 94552', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 46401', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 151150', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 197689', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 180477', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 181761', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 381153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 165474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 190174', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 295991', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Without-pay', ' 198262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 190385', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' ?', ' 411560', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 262116', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 178922', ' 9th', ' 5', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2415', ' 35', ' Philippines', ' >50K']\n", - "['34', ' Self-emp-inc', ' 209538', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Self-emp-not-inc', ' 103277', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 4508', ' 0', ' 30', ' Portugal', ' <=50K']\n", - "['17', ' Private', ' 216086', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 636017', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 155781', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 136873', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 122066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 346406', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 117915', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 19914', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' Philippines', ' <=50K']\n", - "['55', ' Private', ' 255364', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 703107', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 62374', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 96245', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 348796', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 136873', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 388252', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 47783', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 194167', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 544792', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 434463', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 317219', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 221603', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 233711', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 111567', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 79830', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 192259', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['24', ' Private', ' 239663', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['41', ' Local-gov', ' 34987', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 409189', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Private', ' 135525', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 152159', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 141363', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 214816', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 42907', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 161815', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 127314', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 395368', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 184176', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 112660', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 183709', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 434114', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 165315', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 43', ' United-States', ' >50K']\n", - "['57', ' Private', ' 190997', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 335533', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 176146', ' 5th-6th', ' 3', ' Separated', ' Craft-repair', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 272063', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 169564', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 188856', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 55', ' United-States', ' >50K']\n", - "['25', ' Private', ' 69847', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 198759', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 80', ' United-States', ' >50K']\n", - "['22', ' Private', ' 175431', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 228357', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['72', ' Self-emp-not-inc', ' 284120', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 109133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 167336', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['76', ' ?', ' 42209', ' 9th', ' 5', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 282951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 303155', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 261899', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 168030', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 21', ' United-States', ' >50K']\n", - "['53', ' State-gov', ' 71417', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 239130', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 200560', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 157541', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 255004', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 230136', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 124963', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 35', ' United-States', ' >50K']\n", - "['22', ' Private', ' 39615', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 47678', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 281315', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 176123', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['24', ' ?', ' 165350', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['32', ' Private', ' 235862', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 142579', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 38294', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 111483', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 189850', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 145874', ' Doctorate', ' 16', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' China', ' <=50K']\n", - "['23', ' Private', ' 139012', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['30', ' Local-gov', ' 211654', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 173090', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 104834', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 40', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 195124', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Dominican-Republic', ' <=50K']\n", - "['39', ' Private', ' 32146', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 282674', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 190403', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' Canada', ' <=50K']\n", - "['25', ' Private', ' 247025', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 198258', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 172748', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 287988', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 122307', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['58', ' ?', ' 175017', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 170183', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 150812', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 241185', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 174864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 30529', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 301637', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 423222', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 214781', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 242912', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 191529', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 117363', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 333158', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 193260', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['34', ' State-gov', ' 278378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 111394', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 102476', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 26451', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 209137', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 210945', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' Haiti', ' <=50K']\n", - "['62', ' Local-gov', ' 115023', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 53833', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 150057', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 128086', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 28473', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 155509', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 165315', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' ?', ' <=50K']\n", - "['30', ' Private', ' 171889', ' Prof-school', ' 15', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 185057', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 277034', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 166606', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 97453', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 136094', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 61855', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 182771', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 15', ' China', ' <=50K']\n", - "['47', ' Private', ' 418961', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 106961', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 81846', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 105936', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 36425', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 595088', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 63', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 149018', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 229613', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 33521', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 70539', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 105728', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 28', ' United-States', ' >50K']\n", - "['31', ' Private', ' 193215', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 137363', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 104892', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 149427', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 176634', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 183279', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 225775', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 202091', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 123151', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 168187', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 33521', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 243678', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 164898', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 262280', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 3781', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 290614', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 199265', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 207668', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['18', ' State-gov', ' 30687', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 27939', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 24', ' ?', ' <=50K']\n", - "['17', ' Private', ' 438996', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Private', ' 152915', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 186030', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 297759', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 171242', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 206088', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 182792', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 167725', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 160674', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 194710', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 255027', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 204641', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 177787', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 54932', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 91506', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 198634', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 227146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 135647', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 55508', ' 7th-8th', ' 4', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 174912', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 175925', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 157486', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 329144', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['67', ' ?', ' 81761', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 102318', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 266463', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Federal-gov', ' 107314', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 114158', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 124052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 144301', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 176683', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['23', ' Private', ' 234663', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 178948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 607848', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 202937', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 83413', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['26', ' Private', ' 212798', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 192258', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 112497', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 97521', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 160972', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 322931', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 403519', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 330174', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 278155', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 39054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['57', ' Private', ' 170287', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 336643', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 264166', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' Columbia', ' <=50K']\n", - "['44', ' Local-gov', ' 433705', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['28', ' Private', ' 27044', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 165599', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 159759', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 385092', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 188808', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 167476', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 194096', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 182460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['21', ' ?', ' 102323', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 232139', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 341741', ' Preschool', ' 1', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 206008', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 344415', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['35', ' State-gov', ' 372130', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 27766', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 140764', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 161259', ' 10th', ' 6', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 22201', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' >50K']\n", - "['35', ' Self-emp-inc', ' 187046', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 137591', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 274276', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 341757', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 218542', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 190020', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 221436', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 52187', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 158776', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 51543', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 146329', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 397467', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 105592', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 78171', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 55377', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 258932', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' Italy', ' <=50K']\n", - "['27', ' Private', ' 38606', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 1504', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 219841', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 156926', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Private', ' 160362', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 192161', ' Bachelors', ' 13', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 208570', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 182771', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 48', ' South', ' >50K']\n", - "['43', ' Private', ' 151089', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 163002', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 155657', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' Yugoslavia', ' <=50K']\n", - "['27', ' Private', ' 217530', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 244406', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Local-gov', ' 152182', ' 10th', ' 6', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 55717', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 201454', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 144371', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 277034', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 462832', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 200681', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 119565', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' >50K']\n", - "['22', ' Private', ' 192017', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 84808', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 100154', ' 10th', ' 6', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 169383', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Without-pay', ' 43887', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 54260', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 159876', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 3103', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 160474', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 1590', ' 43', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 476334', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 52386', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 83671', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 172960', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 191957', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 40955', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 98080', ' Prof-school', ' 15', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 4787', ' 0', ' 45', ' Japan', ' >50K']\n", - "['37', ' Private', ' 175643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 197184', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['56', ' Private', ' 187295', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 40822', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 228729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['50', ' Private', ' 240496', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 51961', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 174887', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 95855', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 362259', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 30916', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 153148', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 167915', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 45156', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 98776', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 209801', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['38', ' Private', ' 183800', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 54595', ' 12th', ' 8', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 79637', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 126566', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 233796', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 32', ' United-States', ' >50K']\n", - "['67', ' Local-gov', ' 191800', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 6360', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 527162', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 139466', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 64520', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 97741', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 160173', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 350995', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 182836', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 143267', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 346341', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 172175', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 153035', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 200127', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 204470', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 353012', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 194342', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 57898', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 164707', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['42', ' Private', ' 269028', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' France', ' <=50K']\n", - "['56', ' Private', ' 83922', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 160647', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 125437', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 246011', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 216937', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 60', ' Guatemala', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 66356', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 154981', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['61', ' Federal-gov', ' 197311', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 301743', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 401118', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 98776', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 32528', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 177119', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 193524', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' State-gov', ' 192258', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 145917', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 214838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['59', ' Private', ' 176011', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 147239', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 159179', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 155963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 360457', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 114674', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 95708', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 100734', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 188972', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 162667', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' Portugal', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 28497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 70', ' United-States', ' >50K']\n", - "['29', ' Private', ' 180758', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 346635', ' Masters', ' 14', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 2339', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 46645', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 203258', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 134480', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 85548', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 195994', ' 1st-4th', ' 2', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['42', ' State-gov', ' 148316', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 227466', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 68552', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 252257', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 30126', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 304353', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 171968', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 60', ' Thailand', ' <=50K']\n", - "['24', ' Private', ' 205839', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 218640', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 150568', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 382738', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 138940', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 258306', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 190107', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 16', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 152373', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 141875', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 79586', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 40', ' ?', ' >50K']\n", - "['32', ' Private', ' 157289', ' HS-grad', ' 9', ' Married-spouse-absent', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 184498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 109684', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1741', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 199832', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 23545', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 175710', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 52028', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 315977', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 202322', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 251825', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 202115', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 216824', ' Prof-school', ' 15', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['69', ' Private', ' 145656', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 137076', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 152621', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 27242', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 358242', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 184117', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 20', ' United-States', ' >50K']\n", - "['26', ' Private', ' 300290', ' 11th', ' 7', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 149991', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['31', ' Private', ' 189759', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 339482', ' 5th-6th', ' 3', ' Separated', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' <=50K']\n", - "['51', ' Private', ' 100933', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 354558', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 162613', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 2258', ' 60', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 285052', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 175044', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 45508', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 173351', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 173611', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 182543', ' 1st-4th', ' 2', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 143062', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 137951', ' 10th', ' 6', ' Separated', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['33', ' Local-gov', ' 293063', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['26', ' Private', ' 377754', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 152373', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2105', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 193477', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 277323', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 69182', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 219599', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 129371', ' 9th', ' 5', ' Separated', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['20', ' Private', ' 470875', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 201734', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 58447', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 91689', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 166546', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 293324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 219262', ' 9th', ' 5', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 403391', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 367749', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 128487', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 111363', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['49', ' Private', ' 240869', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 163278', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 416415', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 280030', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 251243', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 167159', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['29', ' Private', ' 161857', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['37', ' Private', ' 160035', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' ?', ' 190205', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 161290', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 112403', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 238726', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 164530', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 456572', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 177675', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 246739', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['37', ' Private', ' 102953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 224238', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155489', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 156802', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 168212', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 331395', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 84', ' Portugal', ' <=50K']\n", - "['40', ' Local-gov', ' 261497', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 365511', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 187999', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Local-gov', ' 190350', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 166759', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 168262', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 122011', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 38', ' United-States', ' >50K']\n", - "['46', ' Private', ' 165953', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 375980', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 406463', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 231472', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 78913', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 69107', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 182387', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 12', ' Thailand', ' <=50K']\n", - "['31', ' Private', ' 169002', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 229967', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 422836', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['27', ' State-gov', ' 230922', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Scotland', ' <=50K']\n", - "['40', ' Private', ' 195892', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 163346', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 82566', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 86505', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 178780', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' State-gov', ' 173945', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 176810', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 23813', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 2885', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 210736', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 343789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 113838', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 121055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['71', ' ?', ' 52171', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 566049', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 67433', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 39014', ' 12th', ' 8', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['17', ' Private', ' 51939', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 100669', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 155659', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 112847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['41', ' Local-gov', ' 32185', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 138370', ' 10th', ' 6', ' Married-spouse-absent', ' Protective-serv', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 172281', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 180505', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 168262', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 85126', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 113838', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 197457', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 1471', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 197905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 316589', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 336367', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 143123', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 209955', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 210013', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 224541', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 275653', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 2977', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['45', ' Private', ' 88061', ' 11th', ' 7', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['43', ' Federal-gov', ' 195897', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 43206', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['37', ' Private', ' 202950', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 154093', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 112115', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 55', ' United-States', ' >50K']\n", - "['51', ' Private', ' 355954', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 379418', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 286372', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 48087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 387270', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 270043', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 65738', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' >50K']\n", - "['33', ' Private', ' 159888', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 278039', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 265434', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-inc', ' 52052', ' Assoc-voc', ' 11', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 25124', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 208882', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 229393', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 2463', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 53513', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 225193', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 63', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 166809', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 175674', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 368947', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 194901', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 203173', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 267431', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 111836', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 198613', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 149102', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['57', ' Local-gov', ' 121111', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 130397', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 212847', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 184198', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 121287', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['82', ' Self-emp-inc', ' 120408', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 164678', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 388812', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 294919', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 101684', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 36209', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' >50K']\n", - "['39', ' Private', ' 123983', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 340001', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 203828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 183789', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 305619', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 174181', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 131869', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 43479', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 203126', ' 9th', ' 5', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['17', ' Private', ' 118792', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 272913', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['45', ' Federal-gov', ' 222011', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 301007', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 197731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 173736', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 182590', ' 10th', ' 6', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 93211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' >50K']\n", - "['41', ' Private', ' 24763', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 7443', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 219021', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['37', ' Private', ' 137229', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 281030', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 234108', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 46868', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 162667', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['51', ' Private', ' 173291', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 305160', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Private', ' 212954', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 112284', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 164198', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 152958', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 145389', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 119570', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 272343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 187720', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 145409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 208726', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 203488', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 330416', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 25803', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 171150', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 82576', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 36', ' United-States', ' >50K']\n", - "['30', ' Private', ' 329425', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 185452', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 201179', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 182268', ' Preschool', ' 1', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 95763', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 125892', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['21', ' Private', ' 121407', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 373367', ' 11th', ' 7', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 165982', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 165484', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 156890', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 156763', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 244172', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['36', ' Private', ' 219814', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Guatemala', ' <=50K']\n", - "['42', ' Private', ' 171841', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 168524', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 35', ' United-States', ' >50K']\n", - "['62', ' Private', ' 205643', ' Prof-school', ' 15', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['65', ' ?', ' 174904', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102559', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['47', ' Private', ' 60267', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['43', ' Private', ' 388725', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 215712', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 171722', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 193051', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 305446', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 146949', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 322144', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 75742', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' El-Salvador', ' >50K']\n", - "['64', ' ?', ' 380687', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 95149', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 68469', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 27653', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 410439', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 37821', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' ?', ' <=50K']\n", - "['45', ' Private', ' 228570', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 141453', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 88215', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' >50K']\n", - "['53', ' Private', ' 48641', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 185385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 341471', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 163322', ' 11th', ' 7', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 99357', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 30', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 602513', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 287192', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 215047', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 97863', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 308118', ' Assoc-acdm', ' 12', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 137192', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 275369', ' 7th-8th', ' 4', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' Haiti', ' <=50K']\n", - "['45', ' Private', ' 99971', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 103713', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 253770', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 162205', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 72', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 31267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 198146', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 178207', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 317175', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 221791', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 187124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['58', ' State-gov', ' 280519', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 207568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 192684', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 103260', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['39', ' Private', ' 191227', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 382242', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 106900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 48520', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 55527', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 246820', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 48', ' United-States', ' >50K']\n", - "['23', ' Private', ' 33884', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 29762', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 168109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 207449', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 189098', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 194259', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Local-gov', ' 194630', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 179681', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 136996', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 143604', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 243373', ' 12th', ' 8', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 1055', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 261799', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Private', ' 143281', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 185556', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['38', ' Private', ' 111499', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 280433', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 37314', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 103408', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['26', ' Private', ' 270151', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 96748', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 164775', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['49', ' Private', ' 190319', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 213115', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 156926', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Canada', ' >50K']\n", - "['43', ' Private', ' 112967', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 35373', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 220342', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 163167', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 404951', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 122032', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 143582', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Female', ' 4101', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 108140', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2202', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 251508', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 197054', ' Prof-school', ' 15', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 36960', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 165930', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 178960', ' 11th', ' 7', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 214503', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['51', ' Private', ' 110458', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202125', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 284329', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 192924', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 340917', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 50', ' ?', ' <=50K']\n", - "['37', ' Private', ' 340614', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 196678', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 266489', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 61474', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' ?', ' 99127', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 215955', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-inc', ' 215395', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 183898', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 97176', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 145160', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 357949', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 177120', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 288229', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['39', ' Private', ' 509060', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 47932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 103925', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 183829', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 138852', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 188186', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' Hungary', ' <=50K']\n", - "['22', ' Private', ' 34616', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 220819', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 281540', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 47396', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 141350', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 331433', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 346532', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 241367', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 216256', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Italy', ' >50K']\n", - "['40', ' Local-gov', ' 153031', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 116138', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' <=50K']\n", - "['18', ' Private', ' 193166', ' 9th', ' 5', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 275094', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' Mexico', ' >50K']\n", - "['50', ' Private', ' 81548', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 167979', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 67759', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 200190', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 403112', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 214891', ' Bachelors', ' 13', ' Married-spouse-absent', ' Transport-moving', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['31', ' Private', ' 142675', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 88500', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 145308', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 204377', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 260696', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 231181', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 260052', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['76', ' Local-gov', ' 178665', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 226267', ' 7th-8th', ' 4', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 111232', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 87928', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 212748', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 110677', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 139268', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 306779', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 318331', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 143385', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 288273', ' 12th', ' 8', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 1471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 167725', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 48', ' Philippines', ' >50K']\n", - "['53', ' Private', ' 94081', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['22', ' Private', ' 194723', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 163985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 189759', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['53', ' State-gov', ' 195922', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 54159', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 166863', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 104501', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['39', ' Private', ' 210626', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 448026', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 170916', ' 10th', ' 6', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 283602', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 189749', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 90934', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 64', ' Philippines', ' >50K']\n", - "['34', ' State-gov', ' 253121', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 181776', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 162397', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 70708', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 103406', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 224658', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Local-gov', ' 213451', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 10', ' Jamaica', ' <=50K']\n", - "['53', ' Private', ' 139671', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 36201', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 237713', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 99', ' United-States', ' >50K']\n", - "['17', ' Local-gov', ' 173497', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 375606', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 203488', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 107231', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' France', ' <=50K']\n", - "['23', ' Private', ' 216811', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 288679', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 105516', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 282972', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-inc', ' 117372', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 112497', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' ?', ' 186032', ' Assoc-voc', ' 11', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 2964', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 192384', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 43348', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 181822', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 216070', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' State-gov', ' 112062', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 218551', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 404616', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 169460', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 240081', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 147655', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 90277', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['49', ' Private', ' 60751', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 194636', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 154641', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 2105', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 491000', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 399088', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 186909', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 35', ' United-States', ' >50K']\n", - "['65', ' Private', ' 105491', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 34987', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 167835', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 288983', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 266070', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 110380', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2467', ' 52', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 31873', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 294400', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 184308', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 175769', ' Prof-school', ' 15', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 182273', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 106541', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 138192', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 196791', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 223019', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 109273', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 95490', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 149131', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 219155', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' England', ' >50K']\n", - "['53', ' Local-gov', ' 82783', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 214858', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 170230', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 209344', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' ?', ' <=50K']\n", - "['35', ' Private', ' 90406', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 299813', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 70', ' Dominican-Republic', ' <=50K']\n", - "['28', ' Private', ' 188064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Canada', ' <=50K']\n", - "['53', ' Private', ' 246117', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 132749', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 201099', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 97490', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 221252', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 116991', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 161691', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 107793', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['50', ' Self-emp-inc', ' 194514', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' Trinadad&Tobago', ' <=50K']\n", - "['30', ' Private', ' 278502', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 343742', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 204074', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 31965', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 143604', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 29', ' ?', ' <=50K']\n", - "['35', ' Private', ' 174308', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 162551', ' 12th', ' 8', ' Married-civ-spouse', ' Sales', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 372525', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Private', ' 75167', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 176296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 93518', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 126797', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 25124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 112137', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' South', ' <=50K']\n", - "['30', ' ?', ' 58798', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 21472', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 90969', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 149734', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 1594', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 52849', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 106347', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 199735', ' Bachelors', ' 13', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' Germany', ' <=50K']\n", - "['24', ' Private', ' 488541', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 403911', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 172991', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 210945', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 157446', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 109390', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 134886', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 99999', ' 0', ' 30', ' United-States', ' >50K']\n", - "['45', ' Private', ' 144579', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Federal-gov', ' 203488', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202871', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 175412', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 114', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 336906', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 177596', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' >50K']\n", - "['30', ' Private', ' 79448', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 191731', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 233014', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 133937', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 219211', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 94529', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 247547', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 29361', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 166851', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 197069', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['33', ' Private', ' 153588', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 151369', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 174112', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 520033', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 194828', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 216908', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 126613', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 26254', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 54042', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 2463', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 67804', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 53481', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 412379', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 220187', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' ?', ' 256141', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 268222', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 99131', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 115498', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3818', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 317847', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 98389', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['42', ' Private', ' 173704', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['18', ' ?', ' 211177', ' 12th', ' 8', ' Never-married', ' ?', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 115443', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 65078', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 24896', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 184710', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 410450', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' England', ' >50K']\n", - "['37', ' Private', ' 83893', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 113309', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 160625', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 340043', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 48976', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 243875', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 554206', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 361888', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 205359', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 167281', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 35663', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 357437', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 390856', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['33', ' Federal-gov', ' 331615', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 202415', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 180032', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 77247', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 101795', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 272019', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2057', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 198068', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 199326', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 178841', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 136951', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 109240', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 128876', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 103358', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['43', ' Private', ' 354408', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 206051', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 155659', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['48', ' Private', ' 143299', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 252210', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' ?', ' 129240', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 398918', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 240612', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 429346', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 123718', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 455379', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 63', ' United-States', ' >50K']\n", - "['23', ' Private', ' 376416', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-inc', ' 234663', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 282142', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 208049', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['88', ' Private', ' 68539', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 126501', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 15', ' South', ' <=50K']\n", - "['24', ' Private', ' 186452', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['84', ' ?', ' 127184', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 165267', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 124733', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 149726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 41374', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 329759', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 212433', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 185099', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 126754', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 122497', ' 9th', ' 5', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 52', ' ?', ' <=50K']\n", - "['30', ' Private', ' 118056', ' Some-college', ' 10', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 200892', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 200790', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Other-relative', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Self-emp-inc', ' 84119', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 197918', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 150533', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 443742', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 104423', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 169133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 185551', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 174486', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' State-gov', ' 50468', ' Prof-school', ' 15', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 34', ' United-States', ' >50K']\n", - "['24', ' Private', ' 196943', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 120691', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 198815', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['64', ' Private', ' 22186', ' Some-college', ' 10', ' Widowed', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 188069', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Private', ' 233149', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 138358', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 338013', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 332666', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 166339', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 392886', ' HS-grad', ' 9', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 141838', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 520759', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 37345', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['20', ' Private', ' 387779', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 201531', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 123598', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 380614', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' Private', ' 83859', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 24790', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 266820', ' Preschool', ' 1', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 85440', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 421837', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 404062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 15', ' United-States', ' >50K']\n", - "['38', ' Private', ' 224566', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 294991', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 189610', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 219141', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Federal-gov', ' 20956', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 70995', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 215232', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 178295', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 56201', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['62', ' Private', ' 98076', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 351810', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Cuba', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 144351', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 137613', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' Taiwan', ' <=50K']\n", - "['17', ' Private', ' 54257', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 230373', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 98389', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 184135', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 140121', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 24504', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 129528', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 415578', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 97142', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 201328', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 256620', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 96854', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 141858', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 75', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 20795', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 95519', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['47', ' Private', ' 112791', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 291407', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 239659', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 183151', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 97634', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 143807', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186934', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 170065', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 108328', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 83696', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' ?', ' <=50K']\n", - "['21', ' Private', ' 204596', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 32604', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 193453', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 65', ' United-States', ' >50K']\n", - "['45', ' Private', ' 148995', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 85041', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 140851', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 196280', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 38973', ' Bachelors', ' 13', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 39182', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 198841', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 694812', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 247444', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['41', ' Private', ' 294270', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 195820', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 329426', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 174871', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 116103', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 206903', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 217577', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 337693', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['38', ' Private', ' 204501', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 169186', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 109421', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 267893', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 200479', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 221317', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 132925', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' ?', ' 283531', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 170769', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 186410', ' Prof-school', ' 15', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['64', ' Self-emp-inc', ' 307786', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 380560', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Local-gov', ' 147258', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 212894', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 124356', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['53', ' Private', ' 98791', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 216473', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['70', ' ?', ' 135339', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['38', ' Private', ' 107303', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 152744', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 100079', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' India', ' <=50K']\n", - "['24', ' Private', ' 117779', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' Hungary', ' <=50K']\n", - "['23', ' Private', ' 197613', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 411068', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 192984', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 66356', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 137184', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' Self-emp-not-inc', ' 231105', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['18', ' Local-gov', ' 146586', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 32406', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 578701', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['19', ' Private', ' 206777', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 133495', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 34722', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 133299', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 24967', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 171968', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 412156', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 51290', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 198265', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 293565', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 226288', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 110445', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 160634', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 174242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 390316', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['18', ' Private', ' 298860', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 171584', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 232664', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 63676', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 170376', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 175964', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Federal-gov', ' 422013', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 3683', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 105813', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['50', ' Federal-gov', ' 306707', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 177543', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 320277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 129495', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 257042', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 1506', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 275995', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' ?', ' 86318', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 280440', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 371556', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 408229', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 149337', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 209297', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 355802', ' Some-college', ' 10', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 165949', ' Bachelors', ' 13', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 42', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 112507', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 462869', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 413648', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 29235', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 149823', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 39530', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 197387', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' Mexico', ' <=50K']\n", - "['56', ' Local-gov', ' 255406', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 43764', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 168322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 278322', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 115813', ' Assoc-acdm', ' 12', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 184456', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 80', ' Italy', ' <=50K']\n", - "['42', ' Private', ' 289636', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 101684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 133425', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 349405', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 124076', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 37', ' United-States', ' >50K']\n", - "['75', ' Self-emp-not-inc', ' 165968', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 185099', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['46', ' Federal-gov', ' 268281', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 154949', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 176711', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 165064', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 213750', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 77132', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 109667', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 162164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 219591', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 327462', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 236943', ' 9th', ' 5', ' Divorced', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 89226', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 124751', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 144122', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 98769', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 170066', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 162439', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 98', ' United-States', ' >50K']\n", - "['47', ' Private', ' 22900', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 102130', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 215743', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 381583', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 198277', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 243178', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 177305', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 167149', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 270872', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 594', ' 0', ' 40', ' ?', ' <=50K']\n", - "['31', ' Private', ' 382368', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['44', ' Local-gov', ' 277144', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 145651', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 1602', ' 12', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 171351', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 265099', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 105617', ' 9th', ' 5', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 217689', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['46', ' ?', ' 81136', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 73883', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 339482', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 326232', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 106316', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 198728', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 126501', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 233802', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 204501', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' Canada', ' >50K']\n", - "['28', ' Private', ' 208249', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 188693', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 93272', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 159299', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 303588', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 35136', ' 10th', ' 6', ' Divorced', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 139576', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 252355', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 83812', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 89718', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 222810', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 456618', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 296158', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 162140', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2339', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 36601', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 195337', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 282721', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 206049', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 223392', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 27821', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 131827', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 549413', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 69491', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 193755', ' Assoc-acdm', ' 12', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 598802', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Local-gov', ' 259762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2290', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 266255', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 32954', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 291808', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 190728', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 59184', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 196456', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 147989', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 195784', ' 12th', ' 8', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202214', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 225165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 54825', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 188905', ' 5th-6th', ' 3', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['17', ' Private', ' 132636', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 228320', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 415500', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 254247', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' ?', ' <=50K']\n", - "['43', ' Private', ' 255635', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 96080', ' 9th', ' 5', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 78181', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 339547', ' Prof-school', ' 15', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Laos', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 126500', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['31', ' Private', ' 511289', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 2907', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 159574', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 224105', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 128105', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 89508', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 370242', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 67257', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 62952', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 111058', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 29235', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 101119', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 140516', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 159888', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' ?', ' 45643', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 166371', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 160910', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 257064', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 181307', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['30', ' Private', ' 83253', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 128700', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 243010', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 37778', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 132320', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 234755', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 142616', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 148509', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 240738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 32276', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 163921', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 464103', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 271346', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Local-gov', ' 327825', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 267085', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 266945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 3137', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['20', ' Private', ' 234663', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 189123', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 104996', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 101265', ' 12th', ' 8', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['22', ' Private', ' 184975', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 246965', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 227065', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 301867', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 24', ' Philippines', ' <=50K']\n", - "['21', ' Private', ' 185948', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 134854', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 281030', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 126701', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 9562', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 95949', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 88528', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 24723', ' 10th', ' 6', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 171411', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 184581', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 100067', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 182863', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Never-worked', ' 462294', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 85434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 158092', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 104844', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 304570', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 40', ' ?', ' >50K']\n", - "['47', ' ?', ' 89806', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 106183', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 89347', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 157236', ' Some-college', ' 10', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['19', ' Private', ' 261259', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 286166', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 122272', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 248739', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' >50K']\n", - "['20', ' Private', ' 224238', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 138157', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 148460', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 4416', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['67', ' Private', ' 236627', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 191364', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' France', ' >50K']\n", - "['36', ' Private', ' 353524', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 1831', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 391040', ' Assoc-voc', ' 11', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 134997', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 392487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 216724', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 174395', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['63', ' Private', ' 383058', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 96073', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 103435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 96718', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 178948', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 173987', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 34419', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 224849', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 249857', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 340458', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 427422', ' Doctorate', ' 16', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 25', ' United-States', ' >50K']\n", - "['19', ' ?', ' 440417', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 175643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 297485', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 232954', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 326330', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 1831', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 109419', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 127768', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['41', ' Private', ' 252986', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['20', ' Private', ' 380544', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 306108', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 232855', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 130126', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 194231', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 197038', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' ?', ' 168223', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' State-gov', ' 26109', ' Prof-school', ' 15', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 285671', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 153583', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 103948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 439919', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 40319', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 159028', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 98675', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 90758', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 75435', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 219189', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 203463', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 187635', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 154641', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 27153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 150324', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 83704', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 176262', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 179423', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 168038', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['59', ' Private', ' 108765', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 146477', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' Greece', ' >50K']\n", - "['66', ' Local-gov', ' 188220', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['37', ' Private', ' 292855', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 35', ' United-States', ' >50K']\n", - "['29', ' Private', ' 114870', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 77723', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 284166', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 133902', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 191318', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 67794', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 357679', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['56', ' Private', ' 117872', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 55929', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 165065', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 34307', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 246038', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 147258', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 329144', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Local-gov', ' 52953', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 216181', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' Iran', ' <=50K']\n", - "['23', ' Private', ' 391171', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 223242', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 103925', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 32', ' United-States', ' >50K']\n", - "['45', ' Private', ' 38240', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 148444', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['56', ' State-gov', ' 110257', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 101345', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 268098', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 369084', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 288825', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 162688', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 48751', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 184099', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 307496', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 176986', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 267955', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 283969', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' State-gov', ' 204516', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 167771', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 345073', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['21', ' ?', ' 380219', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 306156', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['70', ' Self-emp-not-inc', ' 37203', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 30', ' United-States', ' >50K']\n", - "['19', ' Private', ' 185097', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 144808', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 187203', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 125089', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 289458', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 144798', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 172152', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' Taiwan', ' <=50K']\n", - "['28', ' Private', ' 207513', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 164574', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 199949', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 213024', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 213140', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 83374', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['37', ' Private', ' 192939', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 424494', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 215243', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 30682', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' Private', ' 306639', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 218678', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 219130', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 180624', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 200190', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 55', ' United-States', ' >50K']\n", - "['28', ' Private', ' 194472', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 205767', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 249870', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 211242', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['77', ' Private', ' 149912', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 85389', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 806316', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 329980', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['45', ' ?', ' 236612', ' 11th', ' 7', ' Divorced', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 249214', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 257126', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 204397', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 291979', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 138667', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Federal-gov', ' 42298', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 375452', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 48', ' United-States', ' >50K']\n", - "['30', ' Private', ' 94413', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 166626', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' State-gov', ' 326566', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 165503', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 102597', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 113234', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 177277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 198103', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 260490', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 237478', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 36885', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 166242', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 158603', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 274228', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 185145', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 28367', ' Bachelors', ' 13', ' Married-civ-spouse', ' Priv-house-serv', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 28612', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 191429', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 459548', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 65481', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 186130', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 350759', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 359678', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 220595', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 29599', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 299153', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 75256', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 143583', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 207505', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 70', ' United-States', ' >50K']\n", - "['41', ' Private', ' 308550', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 145717', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 334366', ' 11th', ' 7', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 76198', ' HS-grad', ' 9', ' Separated', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 155489', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['50', ' Private', ' 197322', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 194259', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 346189', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 98361', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['64', ' ?', ' 178556', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 162943', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 19302', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' State-gov', ' 67662', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 126675', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 278228', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 169152', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 204052', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 215392', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 83348', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 196816', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 541343', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 55921', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 251701', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['29', ' Federal-gov', ' 119848', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 160572', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 25837', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 236592', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 199326', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 341610', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['45', ' Private', ' 175958', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 198965', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 193537', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['24', ' Private', ' 438839', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 298227', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 271466', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 335570', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 206891', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 162551', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 145637', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 101290', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 229376', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 439592', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 161141', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 304570', ' Bachelors', ' 13', ' Widowed', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 32', ' Philippines', ' <=50K']\n", - "['24', ' Private', ' 103277', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 407672', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 73928', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['83', ' Self-emp-inc', ' 240150', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 50', ' United-States', ' >50K']\n", - "['69', ' Private', ' 230417', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' China', ' >50K']\n", - "['37', ' Private', ' 260093', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 96020', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 104421', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 152307', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 45', ' United-States', ' >50K']\n", - "['56', ' State-gov', ' 93415', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 282664', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 269733', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 80', ' United-States', ' >50K']\n", - "['21', ' Private', ' 202871', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 169683', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 271603', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' ?', ' <=50K']\n", - "['32', ' Private', ' 340917', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 329874', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 43770', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 120781', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['48', ' Private', ' 138069', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 33309', ' HS-grad', ' 9', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 76432', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 277635', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 123088', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 57698', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 181820', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 98985', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 98350', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['47', ' Private', ' 125120', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 243409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 58972', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 1506', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 62857', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 283174', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 107373', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 201155', ' 9th', ' 5', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 187505', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 61778', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 223648', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 4101', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 149652', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 170324', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['45', ' Private', ' 165937', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 114060', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 58913', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 378916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 241885', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 224421', ' Assoc-voc', ' 11', ' Married-AF-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['31', ' ?', ' 213771', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 315565', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['31', ' Local-gov', ' 153005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 98211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['17', ' Private', ' 198606', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 260333', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 219510', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 266624', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 136862', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 215620', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['58', ' Private', ' 187067', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 62', ' Canada', ' <=50K']\n", - "['23', ' Private', ' 325921', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 268127', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['76', ' Private', ' 142535', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 177083', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 77009', ' 7th-8th', ' 4', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 306405', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 303918', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 96', ' United-States', ' >50K']\n", - "['22', ' Federal-gov', ' 262819', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 49087', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 53833', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 1033222', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 81145', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 215479', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 113464', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['60', ' Private', ' 109530', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' Federal-gov', ' 217864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 117721', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 199484', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 248851', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 116968', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 366618', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 240143', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 424468', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' ?', ' 320280', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 1848', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 120238', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 194186', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 247053', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 180599', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 190330', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 199450', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 199539', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 94366', ' 10th', ' 6', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 29231', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 33126', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 102085', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 212064', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' State-gov', ' 166774', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['65', ' Private', ' 95303', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 379768', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 247383', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 229465', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['37', ' Private', ' 135436', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 180052', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 214387', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 149337', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 208326', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 34374', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 58683', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 403037', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 32365', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Private', ' 155489', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Self-emp-inc', ' 289886', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['30', ' Federal-gov', ' 54684', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' ?', ' <=50K']\n", - "['19', ' Private', ' 101549', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 51579', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 40151', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 244721', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 228372', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 236873', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 250249', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 93202', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 176723', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 175526', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 91842', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 71768', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 181220', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 204516', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 89172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 143547', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 310889', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 150324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 216472', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 212838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['45', ' Private', ' 168283', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 187702', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 60661', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 115284', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Self-emp-inc', ' 98350', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['18', ' Private', ' 195372', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 81578', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 111567', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 244572', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 230919', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 282604', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 320196', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['42', ' Private', ' 201466', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 254211', ' Masters', ' 14', ' Widowed', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' El-Salvador', ' >50K']\n", - "['41', ' Private', ' 599629', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 219632', ' Assoc-acdm', ' 12', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 161631', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202373', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 169549', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 127185', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 184277', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 119751', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 60', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 294701', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 26842', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 114537', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 126386', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 163787', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 98211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 175509', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 159854', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 120920', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 187551', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 27305', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 216711', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 218596', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 280292', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 200496', ' Bachelors', ' 13', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 78090', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 118693', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 203488', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 172091', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 113364', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' Self-emp-not-inc', ' 139889', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 74', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 301638', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 110279', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 242859', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['18', ' Private', ' 132986', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 254439', ' 10th', ' 6', ' Widowed', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 114', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 187462', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 264961', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 148065', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 200949', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['47', ' Private', ' 47247', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 571017', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 416577', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 296991', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' State-gov', ' 45961', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 302711', ' 11th', ' 7', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 50356', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 199336', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 341178', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' Mexico', ' <=50K']\n", - "['42', ' Federal-gov', ' 70240', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 229394', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 390368', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 99', ' United-States', ' >50K']\n", - "['55', ' Private', ' 82098', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 170411', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 109532', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 142682', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Dominican-Republic', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 127651', ' Bachelors', ' 13', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 236472', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 176047', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 111499', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 425199', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 229009', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 232713', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 594', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 141742', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 234807', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 738812', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 204816', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['64', ' Private', ' 342494', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 226311', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 143062', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 125155', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 329925', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 208994', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 212864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 214242', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 191175', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 50', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 118693', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 253593', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 206051', ' Some-college', ' 10', ' Married-spouse-absent', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 497280', ' 9th', ' 5', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 240562', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 140985', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 191921', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 204049', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 331651', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Private', ' 142158', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 249046', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 213019', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['40', ' Private', ' 199599', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 186191', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['25', ' Private', ' 28008', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 82488', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['36', ' Private', ' 117073', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 325786', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 37546', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 204226', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 133299', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 29702', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 307812', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 174545', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 233472', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 184147', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 198188', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 447066', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 200246', ' Some-college', ' 10', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 166585', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 335570', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['39', ' Private', ' 53569', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 167065', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 113364', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 219266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Federal-gov', ' 200042', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 205975', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 234083', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 2205', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 65325', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 194740', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 99065', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 212793', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 112941', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 187322', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 283676', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 173682', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 168470', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 186454', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 13550', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 141807', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['25', ' Private', ' 245628', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 264864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 262841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 37438', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 170800', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 152150', ' Assoc-acdm', ' 12', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 211873', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 1628', ' 5', ' ?', ' <=50K']\n", - "['44', ' Private', ' 159580', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 477209', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 70985', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 241998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 249541', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 135339', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['32', ' Private', ' 44675', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 247992', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 221626', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 1579', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 48087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 114045', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 69251', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 38', ' China', ' >50K']\n", - "['67', ' Private', ' 192670', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 268392', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 170994', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 431513', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['19', ' State-gov', ' 37332', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 35865', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 183891', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 150309', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 93318', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 171814', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 183735', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 353541', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Local-gov', ' 152351', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 271352', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 345705', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 223751', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-inc', ' 164570', ' 11th', ' 7', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 281363', ' 10th', ' 6', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 110747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 34458', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 254293', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 270147', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 195491', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 255454', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 126125', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 618191', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 163110', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 145409', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 48', ' United-States', ' >50K']\n", - "['39', ' State-gov', ' 235379', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 55465', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['67', ' Local-gov', ' 181220', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 26672', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 98361', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 219883', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 376683', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 2036', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 33865', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 168794', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 94245', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 34572', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 348751', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 65382', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 116707', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 178054', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['24', ' Private', ' 140001', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 166889', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Female', ' 0', ' 1602', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 117789', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 238917', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Local-gov', ' 242923', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 330799', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 209460', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 75313', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 66', ' United-States', ' >50K']\n", - "['29', ' ?', ' 339100', ' 11th', ' 7', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 3418', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 184779', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 139000', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 361742', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 260782', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['51', ' Private', ' 203435', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 100579', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 356067', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 87250', ' Bachelors', ' 13', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 264663', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 3900', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 255817', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 243631', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' South', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 544268', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 98061', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 95691', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' Columbia', ' <=50K']\n", - "['47', ' Private', ' 145868', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 65038', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 227734', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 176831', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 211678', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 157240', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 145441', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Yugoslavia', ' <=50K']\n", - "['71', ' Self-emp-inc', ' 66624', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 76487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 557853', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 262352', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 118253', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 146625', ' 11th', ' 7', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 174201', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 66695', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Other', ' Female', ' 594', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 121130', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 385847', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 83439', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 114158', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 381789', ' 12th', ' 8', ' Married-civ-spouse', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 82041', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 115618', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 106110', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 267521', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 90692', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['51', ' Private', ' 57101', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 236913', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 388625', ' 10th', ' 6', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 261207', ' 7th-8th', ' 4', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Cuba', ' <=50K']\n", - "['43', ' Private', ' 245487', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 262153', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 225516', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 10520', ' 0', ' 43', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 68729', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 126954', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 85074', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 383306', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 128143', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 185041', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 99373', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 157942', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 241928', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 348739', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 95654', ' 10th', ' 6', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 367306', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 270421', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['63', ' ?', ' 221592', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 156951', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 39239', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 72744', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 367292', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 408498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 361493', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-inc', ' 157403', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 231263', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 244147', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 220944', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 314007', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 200862', ' 10th', ' 6', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 33374', ' 11th', ' 7', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 345489', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['77', ' Private', ' 83601', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 162302', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 112847', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 147344', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 183657', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['40', ' Private', ' 130760', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 163948', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 316797', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['54', ' Federal-gov', ' 332243', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 195844', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 387250', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 188303', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' ?', ' 40956', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 178953', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 398988', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 535978', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 296982', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 231991', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 295799', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 201569', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 193568', ' 11th', ' 7', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 97128', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 203393', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['49', ' Private', ' 138370', ' Masters', ' 14', ' Married-spouse-absent', ' Protective-serv', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 120277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' Private', ' 91949', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 228372', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 132191', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 274683', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 196307', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 195835', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 185399', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['79', ' Self-emp-not-inc', ' 103684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 140559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 110188', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['35', ' Local-gov', ' 668319', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 80', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 112358', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 151810', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 48120', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 1506', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 144844', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 205839', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 113760', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 138358', ' 10th', ' 6', ' Separated', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 47', ' Jamaica', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 216657', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 278576', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 174373', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['73', ' Private', ' 220019', ' 9th', ' 5', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 311949', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['34', ' Private', ' 303867', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 154210', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['28', ' ?', ' 131310', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' Germany', ' <=50K']\n", - "['46', ' Private', ' 202560', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 358783', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 423024', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 206671', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 245310', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 31983', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 124956', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 90', ' United-States', ' >50K']\n", - "['59', ' Private', ' 118358', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 491421', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 151580', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 248990', ' 1st-4th', ' 2', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 157425', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 221650', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['62', ' Private', ' 88055', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['71', ' Private', ' 216608', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 682947', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 228124', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 217194', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 171540', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 210827', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 410351', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['26', ' Private', ' 163747', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 108892', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 180096', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' Local-gov', ' 153890', ' 12th', ' 8', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2009', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 117480', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 163333', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Self-emp-not-inc', ' 306710', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 150553', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 18', ' Philippines', ' <=50K']\n", - "['77', ' Private', ' 123959', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 24961', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 327120', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 33798', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 81929', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 298489', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 101697', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 144064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 195835', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 184723', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 265086', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 235909', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 42645', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 279878', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 104892', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 137063', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 58972', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 126675', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 286435', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 191389', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' >50K']\n", - "['42', ' Private', ' 183241', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 91547', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 52781', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 210959', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 365516', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 112271', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 269455', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 164379', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['28', ' Private', ' 109621', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 104858', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['39', ' Private', ' 99270', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 193524', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 149040', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 2964', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 313946', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 162358', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Private', ' 200700', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['21', ' Private', ' 116489', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 118310', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 352465', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 107433', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 296538', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 195897', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 216283', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['62', ' Private', ' 345780', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 216685', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 210945', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 184321', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 322691', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' Private', ' 192712', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 178272', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 321333', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-inc', ' 120277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 294029', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 32', ' Nicaragua', ' <=50K']\n", - "['23', ' Private', ' 112819', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 152636', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 301611', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 134808', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 64216', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 214284', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' Taiwan', ' <=50K']\n", - "['25', ' Private', ' 469572', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 282722', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 231439', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 120277', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 364685', ' 11th', ' 7', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 18827', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 169129', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 202051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['58', ' ?', ' 353244', ' Bachelors', ' 13', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 574271', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['65', ' State-gov', ' 29276', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 104501', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Private', ' 394176', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 85625', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 340723', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 149342', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 73715', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 143083', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 290660', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 98738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['86', ' Private', ' 149912', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 309033', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 96129', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 216096', ' Some-college', ' 10', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['32', ' Private', ' 171091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 79303', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 182380', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 36271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 118197', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 269652', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 38', ' United-States', ' >50K']\n", - "['39', ' Local-gov', ' 193815', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 141957', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 70', ' United-States', ' >50K']\n", - "['26', ' Private', ' 222637', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Puerto-Rico', ' <=50K']\n", - "['27', ' Private', ' 118230', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 174040', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' State-gov', ' 105748', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Self-emp-not-inc', ' 82628', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2964', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 205100', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 107916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 130620', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['30', ' ?', ' 361817', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 235646', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 53277', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 456460', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 293091', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 210935', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 199763', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 223447', ' 12th', ' 8', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 233533', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 95647', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 199763', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 74539', ' 10th', ' 6', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 84610', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 96930', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 115602', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 237341', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 143800', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 163921', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['36', ' Private', ' 68273', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 113163', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 478829', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 345705', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 385077', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 2907', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 192286', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 236391', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['42', ' Private', ' 106679', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' ?', ' 308242', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 46094', ' Bachelors', ' 13', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 194940', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 341643', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 210474', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 76313', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 115858', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 55191', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 364862', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 334787', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 205733', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 120163', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 333677', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 2463', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 208591', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 341204', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 1831', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 115422', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 111319', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['54', ' Private', ' 816750', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 167835', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 92262', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 91964', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 107682', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 135388', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 597843', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' Columbia', ' <=50K']\n", - "['19', ' Private', ' 389942', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 442274', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 595461', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['52', ' Private', ' 284329', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 127894', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 196899', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' Haiti', ' <=50K']\n", - "['58', ' Private', ' 212534', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 71209', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 237943', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['38', ' Private', ' 190759', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 100313', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 344624', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' ?', ' 194024', ' 9th', ' 5', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 87497', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 236907', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 169639', ' Assoc-acdm', ' 12', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 105803', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 149507', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 294387', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 161708', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 282389', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 64940', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 195727', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 37931', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 170720', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 152958', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 312372', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 39581', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 24', ' El-Salvador', ' <=50K']\n", - "['50', ' Private', ' 206862', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['46', ' Private', ' 216934', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['20', ' Private', ' 143062', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 242391', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 165030', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 199251', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 353012', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['66', ' Private', ' 174491', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 333305', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 203138', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 220220', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 305850', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Local-gov', ' 273402', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 201344', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 218676', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 141807', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 222434', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 266860', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['40', ' Private', ' 34113', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 6849', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 159549', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 195248', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 109413', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 195343', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 15020', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 185291', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' ?', ' 140012', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 114366', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 169631', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 163870', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 312232', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 229737', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' India', ' >50K']\n", - "['70', ' ?', ' 306563', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 161637', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 40', ' Taiwan', ' >50K']\n", - "['34', ' Private', ' 106014', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 25265', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 71860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 94113', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 208003', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 113550', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 83046', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 277488', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['19', ' Private', ' 205830', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['46', ' Private', ' 273575', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 245147', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 274720', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 163047', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 47902', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 128798', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['77', ' Private', ' 154205', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 176683', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 104737', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 349340', ' Preschool', ' 1', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['39', ' State-gov', ' 218249', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 281540', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 112847', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 126613', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 145419', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 34572', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 104045', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 57665', ' Bachelors', ' 13', ' Divorced', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 359001', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 105273', ' Bachelors', ' 13', ' Widowed', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 6497', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 201122', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 160035', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 167886', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 32059', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 200453', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 403072', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 37210', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 199416', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 413227', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 188675', ' Some-college', ' 10', ' Divorced', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 226902', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 195189', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 116608', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 99131', ' Masters', ' 14', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 553405', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 186117', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['29', ' State-gov', ' 67053', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Thailand', ' <=50K']\n", - "['39', ' Private', ' 347960', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 35', ' United-States', ' >50K']\n", - "['39', ' Private', ' 325374', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 130413', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 2346', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 111949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 278557', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 48', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 194905', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 195453', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['51', ' Private', ' 282549', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' Private', ' 316119', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 252939', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 5455', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 506329', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['20', ' Private', ' 316043', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 594', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 319733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 99199', ' Masters', ' 14', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 204600', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 173307', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 34446', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 237293', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 175642', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 203735', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 171589', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 197967', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 413297', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['45', ' Private', ' 240841', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 152189', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 85874', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 176814', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 133336', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 362623', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 37170', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 30912', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 35448', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 173248', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 49626', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 102723', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' ?', ' 166343', ' 1st-4th', ' 2', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 168322', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 131117', ' 7th-8th', ' 4', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' Columbia', ' <=50K']\n", - "['20', ' ?', ' 210474', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 110138', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 107452', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 160594', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 186784', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['70', ' Local-gov', ' 334666', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 191380', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 104272', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 19491', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 128715', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 128063', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 37023', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 78', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 68748', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 140576', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 327435', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 202729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 277471', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 189670', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 204908', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 171841', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 78247', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 68895', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 56658', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 259216', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 270278', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' Puerto-Rico', ' <=50K']\n", - "['56', ' Private', ' 238806', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 111128', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 119429', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 73037', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 84409', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' Self-emp-not-inc', ' 274451', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['31', ' Private', ' 246439', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 124242', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 123393', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 58', ' United-States', ' >50K']\n", - "['26', ' Private', ' 159732', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 161415', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 157568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 168030', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 349910', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 50', ' United-States', ' >50K']\n", - "['82', ' Self-emp-inc', ' 130329', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 56964', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 370509', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' France', ' >50K']\n", - "['19', ' Private', ' 106306', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 56480', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 115932', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 154580', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 2580', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 404421', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 194901', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 164790', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['72', ' Federal-gov', ' 94242', ' Some-college', ' 10', ' Widowed', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 365020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 160512', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 170331', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 101266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 100252', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['54', ' Private', ' 217718', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' Haiti', ' <=50K']\n", - "['32', ' Private', ' 170154', ' Assoc-acdm', ' 12', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 25236', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Private', ' 105281', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 361838', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 283917', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['48', ' Private', ' 39530', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 212185', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 90752', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 202450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1573', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 168138', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 2597', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 159755', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 191765', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 2339', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['22', ' ?', ' 210802', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 340880', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 113211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 134509', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 147280', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 145441', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 398001', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 31588', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['56', ' Private', ' 189975', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['51', ' State-gov', ' 231495', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' ?', ' 121135', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 186916', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 213140', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 176893', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 8614', ' 0', ' 44', ' United-States', ' >50K']\n", - "['22', ' Private', ' 115244', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 313243', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2444', ' 45', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 169995', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 198459', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 66824', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 3325', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 52240', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['52', ' Private', ' 35305', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['61', ' State-gov', ' 186451', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 160724', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' China', ' >50K']\n", - "['29', ' Private', ' 210464', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 207685', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 21', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 233717', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 222205', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 167613', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 148773', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 68268', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 174533', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 273230', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 187502', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 209320', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 56841', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 254627', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 42703', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 374137', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 196385', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 192930', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 99527', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 185437', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 247162', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 131534', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 184693', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 704108', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 220262', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 95654', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 89346', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 94392', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 334113', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 32763', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 136651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 240236', ' Assoc-acdm', ' 12', ' Separated', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 53271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 31493', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 195891', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 209103', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 211424', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 84657', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 151408', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 106819', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 132917', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 146834', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 164332', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 30656', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 113501', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 165316', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 233955', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 126613', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 361280', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 80', ' Philippines', ' >50K']\n", - "['50', ' ?', ' 123044', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 165472', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 99452', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 84977', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 240458', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 230858', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['60', ' Private', ' 123218', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 191118', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 115289', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 373895', ' Some-college', ' 10', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 152617', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 72619', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 41865', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 190228', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 193090', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 138692', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['83', ' Self-emp-inc', ' 153183', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 55', ' United-States', ' >50K']\n", - "['25', ' Private', ' 181896', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 268183', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 213668', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 99369', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 104196', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 176839', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Local-gov', ' 99502', ' Assoc-voc', ' 11', ' Divorced', ' Protective-serv', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 183410', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 25690', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['76', ' ?', ' 201986', ' 11th', ' 7', ' Widowed', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 188961', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 114971', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 121468', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-inc', ' 191540', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 146398', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 193553', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 121127', ' 10th', ' 6', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 389856', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 290504', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 137065', ' Doctorate', ' 16', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 212685', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 71475', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 111450', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 225860', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 129853', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 99925', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 227800', ' 1st-4th', ' 2', ' Separated', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 111130', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 100764', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Private', ' 275095', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 147500', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Local-gov', ' 150079', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' Private', ' 140863', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 199198', ' 11th', ' 7', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 193372', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 196771', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 231826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' Mexico', ' <=50K']\n", - "['40', ' Federal-gov', ' 196456', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 34037', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 174964', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 91608', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 403468', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 112900', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 242670', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 187830', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Male', ' 4934', ' 0', ' 36', ' United-States', ' >50K']\n", - "['25', ' Self-emp-not-inc', ' 368115', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 35', ' United-States', ' >50K']\n", - "['54', ' Private', ' 343242', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 113390', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 200733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 236769', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 22494', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 129379', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 239098', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 167501', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 77146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Private', ' 82797', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 134886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Self-emp-inc', ' 218558', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Private', ' 207568', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 196899', ' Assoc-acdm', ' 12', ' Separated', ' Craft-repair', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 200960', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 188069', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['60', ' Private', ' 232337', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 98656', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 194260', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 481987', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 234976', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 349116', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 175390', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 187720', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' ?', ' >50K']\n", - "['26', ' Private', ' 214637', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 185127', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 98752', ' 9th', ' 5', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 218382', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 153486', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 174102', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 137142', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 241013', ' 7th-8th', ' 4', ' Widowed', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 267798', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 152880', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 263561', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 113324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 39764', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 172186', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 460408', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 185129', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 61270', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-inc', ' 124685', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 99', ' Japan', ' >50K']\n", - "['69', ' Self-emp-not-inc', ' 76968', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 310396', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Federal-gov', ' 37933', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 38772', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 172496', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 306164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 33795', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 47686', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 193132', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 400004', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 101283', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 192384', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 113838', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 278322', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 199713', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 236021', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 138938', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 126946', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 44791', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 31964', ' 9th', ' 5', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 352156', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' Self-emp-not-inc', ' 205860', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 113106', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 89182', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 250782', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 193855', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 132716', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['68', ' Private', ' 218637', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 55', ' United-States', ' >50K']\n", - "['28', ' Private', ' 177955', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 198660', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 207937', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 168740', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 199625', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 213902', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 208379', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 113120', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 57827', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 515712', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 54190', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-inc', ' 134793', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 396270', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 231620', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['50', ' Private', ' 174655', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['63', ' ?', ' 97823', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 344480', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 176732', ' 9th', ' 5', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 143932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 551962', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' Peru', ' <=50K']\n", - "['30', ' ?', ' 298577', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 257942', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 253062', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 193748', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 368561', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['50', ' Private', ' 192964', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 217304', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 120029', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 62124', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 94885', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 192565', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 220912', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 184120', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 140782', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 170785', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 90705', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 108293', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 168283', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 339372', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 193672', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 143865', ' 10th', ' 6', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 209317', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Dominican-Republic', ' <=50K']\n", - "['34', ' State-gov', ' 204461', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 137088', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 149102', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['53', ' Private', ' 182855', ' 10th', ' 6', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 572751', ' Preschool', ' 1', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['18', ' Private', ' 83451', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['81', ' Private', ' 98116', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 119225', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 134888', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 745817', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 88368', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 122066', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 363219', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 84402', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['56', ' Private', ' 34626', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 150042', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 48014', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 177398', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 373698', ' 12th', ' 8', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['35', ' Private', ' 422933', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 131088', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 178255', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' Columbia', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 129311', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 95', ' United-States', ' >50K']\n", - "['45', ' Private', ' 473171', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 236985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 226379', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 277700', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 207568', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 85708', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 98765', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['29', ' Private', ' 192283', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 271012', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 189265', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 321880', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 177465', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 127647', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 119033', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 289748', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 209317', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['33', ' Private', ' 284531', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 251120', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 113870', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Without-pay', ' 170114', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 121124', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 328199', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 206307', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 236021', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Federal-gov', ' 170603', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 74275', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 112271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 118306', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 126754', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Private', ' 267205', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' >50K']\n", - "['38', ' Private', ' 205359', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 398662', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 202498', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['32', ' Private', ' 105650', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 191204', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 56582', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 51579', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 152030', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['47', ' Private', ' 227310', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 55854', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 28996', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 160634', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 222450', ' 11th', ' 7', ' Married-spouse-absent', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 180419', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 116084', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 202521', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 186014', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 88368', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 914', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 190044', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 35330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 84848', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 176280', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 145271', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 108320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' State-gov', ' 106377', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['24', ' Private', ' 258730', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['33', ' Private', ' 58305', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 341672', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['34', ' Private', ' 176648', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 32616', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 481175', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 24', ' Peru', ' <=50K']\n", - "['49', ' Private', ' 187454', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['18', ' Private', ' 25837', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 385077', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 68985', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['19', ' Private', ' 181572', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 23698', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['34', ' ?', ' 268127', ' 12th', ' 8', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 162298', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 144608', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 250630', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 150441', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 189251', ' Doctorate', ' 16', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 260082', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['42', ' Private', ' 139126', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 50132', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 167691', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 77820', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 156513', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 248059', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 283092', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' Jamaica', ' <=50K']\n", - "['22', ' Private', ' 175883', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 232308', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 269991', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['20', ' Private', ' 305446', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 120781', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 40', ' ?', ' >50K']\n", - "['57', ' Private', ' 78707', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 351802', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 196529', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Self-emp-inc', ' 175769', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['17', ' Private', ' 153021', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 331902', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 279461', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 145704', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 3942', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 205499', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 77', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 293926', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 69132', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 113099', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 206947', ' Assoc-acdm', ' 12', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 67', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 159782', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 410543', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 34446', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 209101', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['43', ' Federal-gov', ' 95902', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 214323', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 236323', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 201127', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['40', ' Private', ' 142886', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 77313', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 212125', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 187098', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 196857', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 155314', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' Self-emp-not-inc', ' 203289', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 117059', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 178587', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 82393', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['17', ' ?', ' 145258', ' 11th', ' 7', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 185145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' >50K']\n", - "['46', ' Private', ' 72896', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 134886', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 223212', ' Preschool', ' 1', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 174752', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 230563', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 353824', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['22', ' Private', ' 117363', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 285367', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 139391', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 198170', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 38948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 188515', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 177810', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 188432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 46', ' United-States', ' >50K']\n", - "['31', ' Private', ' 178506', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 129298', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 165315', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 117236', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' ?', ' 172214', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 63434', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 140854', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 133043', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 113176', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 259301', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 196643', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 364365', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 269318', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 108454', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 171637', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 183589', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 107801', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 179877', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 168981', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 120590', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 310773', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 197050', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 159726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' >50K']\n", - "['23', ' Private', ' 210797', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 55291', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' ?', ' 141221', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 2163', ' 25', ' South', ' <=50K']\n", - "['17', ' Private', ' 276718', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 336163', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 112840', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['17', ' Private', ' 165918', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' Peru', ' <=50K']\n", - "['53', ' Private', ' 165745', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 259299', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' State-gov', ' 197731', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 197702', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 162238', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 47', ' United-States', ' >50K']\n", - "['38', ' Private', ' 213260', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 53833', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['18', ' Private', ' 89419', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 119704', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 433170', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 182714', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['39', ' Private', ' 172538', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 220115', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 158956', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 25631', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 476558', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['54', ' Federal-gov', ' 35576', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 203463', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 317647', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 170411', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 174182', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Wife', ' Other', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 220055', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 231482', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 335979', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 991', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 279173', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 89559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 161950', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Germany', ' <=50K']\n", - "['51', ' Private', ' 131068', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 219632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 175507', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 182062', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['27', ' Private', ' 287476', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 206253', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1617', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 189203', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 21698', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 328051', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 356689', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 3887', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 121865', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 420986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' ?', ' 218558', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 288992', ' 10th', ' 6', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 14344', ' 0', ' 68', ' United-States', ' >50K']\n", - "['20', ' ?', ' 189740', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 188909', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 213081', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 157131', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 98010', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 207677', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 361870', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 266091', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['41', ' Private', ' 106627', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 167793', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 60', ' United-States', ' >50K']\n", - "['74', ' Self-emp-not-inc', ' 206682', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1648', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 243165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 201928', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 128346', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 197288', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 169184', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 245521', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 129591', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 47415', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1628', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 188563', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 184710', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 63734', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 111256', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 111483', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 266639', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 93853', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 184207', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 238002', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['28', ' ?', ' 30237', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 196545', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 144844', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 280500', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 135601', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 409189', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['50', ' Private', ' 23686', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['19', ' Private', ' 229756', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 95530', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 73199', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 196745', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 79481', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 116934', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 100950', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['44', ' Local-gov', ' 56651', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 186954', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 264874', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 183092', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Local-gov', ' 273399', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['29', ' ?', ' 142443', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 177526', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 31267', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 321666', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 331861', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['25', ' Private', ' 283515', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 54608', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 162238', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['30', ' Private', ' 175931', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 236804', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 168782', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 227065', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 285335', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 259705', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 24384', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 322013', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 49797', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 52566', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 266275', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Self-emp-not-inc', ' 285408', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2246', ' 28', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 177858', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 38', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 183804', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 107231', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 173679', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Local-gov', ' 163965', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 173585', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' Peru', ' <=50K']\n", - "['27', ' Private', ' 172009', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 44363', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 246392', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 167033', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 143822', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 37869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 447488', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['17', ' Private', ' 239346', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 245975', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 34632', ' 12th', ' 8', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 121362', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 2258', ' 38', ' United-States', ' >50K']\n", - "['21', ' State-gov', ' 24008', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 165492', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 326048', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 250821', ' Prof-school', ' 15', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 154641', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 86', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 198202', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 170504', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 191342', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['19', ' Private', ' 238969', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 344128', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['69', ' ?', ' 148694', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 180187', ' Assoc-acdm', ' 12', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 6', ' Italy', ' <=50K']\n", - "['36', ' State-gov', ' 168894', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['20', ' Private', ' 203263', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 89564', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 97562', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 336540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 139647', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 160192', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 44', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 320386', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 32126', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 275445', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 54953', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 103580', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' Private', ' 245565', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' England', ' <=50K']\n", - "['32', ' Private', ' 39223', ' 10th', ' 6', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['55', ' State-gov', ' 117357', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 70', ' ?', ' >50K']\n", - "['63', ' Private', ' 207385', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 355287', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['62', ' ?', ' 141218', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 207677', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 102114', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 60269', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 278632', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 355551', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['45', ' Private', ' 246891', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' Canada', ' >50K']\n", - "['19', ' Private', ' 124486', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 20', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 202106', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 191417', ' 9th', ' 5', ' Widowed', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 184543', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 122206', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 229015', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 130067', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 306495', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 232855', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 171328', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 144182', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 102858', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 199495', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 209438', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 74895', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 184378', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 446512', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 113688', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 333305', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 118535', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 76142', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 38795', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 208478', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' ?', ' <=50K']\n", - "['69', ' Private', ' 203313', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 991', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 247483', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' State-gov', ' 198686', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 56118', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 359808', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 231554', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 34848', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 199934', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 196243', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-inc', ' 66360', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 35', ' United-States', ' >50K']\n", - "['18', ' Private', ' 189487', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 194848', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 167309', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 192878', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 70209', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 123011', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 135339', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 20', ' China', ' >50K']\n", - "['48', ' Federal-gov', ' 497486', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 1471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 178478', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 149909', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 103323', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 239404', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 165082', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 389725', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 374580', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 187983', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 259300', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 277695', ' 9th', ' 5', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 16', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 230248', ' 7th-8th', ' 4', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 196342', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 160968', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 115438', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 231043', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 129597', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 387108', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 105936', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['20', ' Private', ' 107242', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['55', ' Private', ' 125000', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 229456', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 230113', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 106698', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 133454', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 295520', ' 9th', ' 5', ' Widowed', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 151551', ' Some-college', ' 10', ' Separated', ' Sales', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 2597', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 100313', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 320294', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 162381', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 183898', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 2354', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 32016', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 117028', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 280278', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 342906', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['25', ' Private', ' 181598', ' 11th', ' 7', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 224059', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 148549', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 97355', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 154571', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 140988', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' India', ' <=50K']\n", - "['20', ' Private', ' 148409', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 1055', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 150755', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 75', ' United-States', ' >50K']\n", - "['27', ' Private', ' 87006', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1579', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 112158', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 121488', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 283635', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 69758', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 199900', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 55', ' United-States', ' >50K']\n", - "['54', ' Private', ' 88019', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 31935', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 323055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 189498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 89041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 112507', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 236940', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 278514', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 433330', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 258379', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 162028', ' 11th', ' 7', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 197997', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 98350', ' 10th', ' 6', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 37', ' China', ' <=50K']\n", - "['39', ' Private', ' 165848', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 178615', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 228939', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 210498', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 154891', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 165937', ' Assoc-voc', ' 11', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 138768', ' Bachelors', ' 13', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 2907', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 160120', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['30', ' Private', ' 382368', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 123011', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 119033', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 496856', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 194049', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 299223', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 174788', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 176101', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 38948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 271933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 122041', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 115932', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 265105', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 100828', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 121319', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['63', ' Private', ' 308028', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 213214', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 348618', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 275632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 239161', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 215495', ' 9th', ' 5', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 214063', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 122493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 211699', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 175622', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 153522', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 258339', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['27', ' Private', ' 119793', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 133503', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 162840', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 67671', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 188888', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1340', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 140644', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 126154', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 245659', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' El-Salvador', ' <=50K']\n", - "['28', ' Private', ' 129624', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['47', ' Private', ' 104068', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 337908', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 161141', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 162228', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 116391', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 314310', ' HS-grad', ' 9', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 394534', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 308136', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 194698', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 67793', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 302422', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 56', ' United-States', ' >50K']\n", - "['27', ' Private', ' 289147', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 229826', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 154235', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 3781', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 246739', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 188041', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 187440', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Local-gov', ' 105266', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 249208', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['26', ' Private', ' 203492', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 71076', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 146477', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 201699', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Private', ' 205949', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 90245', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 177647', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' France', ' >50K']\n", - "['39', ' Private', ' 126494', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 257735', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 1161363', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' Columbia', ' <=50K']\n", - "['19', ' ?', ' 257343', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 221452', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 260669', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 192344', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 80479', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 108808', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 175674', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 272950', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 160786', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 122206', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 121168', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 209547', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Federal-gov', ' 244473', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 176296', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 91666', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 191025', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 63704', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 31659', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 191230', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 56340', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 221157', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 143910', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 435836', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 61499', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 209182', ' Preschool', ' 1', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 107218', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 55500', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 357962', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 200355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['38', ' Private', ' 320451', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['51', ' Local-gov', ' 184542', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 206927', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 54310', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 208165', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 146908', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 318416', ' 10th', ' 6', ' Separated', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 207540', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['23', ' Private', ' 69911', ' Preschool', ' 1', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 305304', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 295289', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 275110', ' Some-college', ' 10', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 339773', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 399246', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1485', ' 40', ' China', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 51264', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 49020', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 48', ' United-States', ' >50K']\n", - "['37', ' Private', ' 178100', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' ?', ' 215943', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 176178', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 180884', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' State-gov', ' 130466', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 328525', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2414', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 142712', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 176321', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 145041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['29', ' Private', ' 95423', ' HS-grad', ' 9', ' Married-AF-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 215096', ' 9th', ' 5', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 177599', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 123920', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 201490', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 46990', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 20', ' United-States', ' >50K']\n", - "['32', ' Private', ' 388672', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 149210', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 134787', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 185407', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 86143', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 41721', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 195744', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 96062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 215150', ' 9th', ' 5', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 270728', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' Cuba', ' <=50K']\n", - "['44', ' Private', ' 75012', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 206139', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 50700', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 224258', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['31', ' Private', ' 240441', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 406811', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 34452', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 361341', ' 12th', ' 8', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 25', ' Thailand', ' <=50K']\n", - "['35', ' Private', ' 78247', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 106900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 165108', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['20', ' Private', ' 406641', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 171467', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['30', ' Private', ' 341187', ' 7th-8th', ' 4', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 119177', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['75', ' Private', ' 104896', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2653', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 342752', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['79', ' ?', ' 76641', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' Poland', ' >50K']\n", - "['20', ' Private', ' 47541', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 233461', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 303954', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 163015', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 75763', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 43003', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 328239', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 130856', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 190072', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' >50K']\n", - "['59', ' Private', ' 170148', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 104501', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 213140', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 175509', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 173611', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 148995', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 30', ' United-States', ' >50K']\n", - "['24', ' Private', ' 64520', ' 7th-8th', ' 4', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 139822', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 258700', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 34796', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 124963', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 65743', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 161087', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' Jamaica', ' <=50K']\n", - "['63', ' ?', ' 424591', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Federal-gov', ' 203836', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['58', ' State-gov', ' 110199', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 316059', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 255667', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 193689', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 60722', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 187847', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 233275', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 215404', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 201865', ' Bachelors', ' 13', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 118889', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 368739', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 123833', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 171344', ' 11th', ' 7', ' Married-spouse-absent', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 153976', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 374883', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 167658', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 348504', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 258509', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 108890', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 1831', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 188236', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 355571', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 425049', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 142555', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 29320', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' Federal-gov', ' 207841', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187329', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 270973', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 197332', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 46', ' United-States', ' >50K']\n", - "['21', ' ?', ' 175166', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 160187', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 197918', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 192290', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 241895', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 164515', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 147206', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Self-emp-inc', ' 306868', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 169837', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 124648', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 185057', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['23', ' Private', ' 240049', ' Preschool', ' 1', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['18', ' Private', ' 164441', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 179314', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 319854', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-inc', ' 148955', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' South', ' <=50K']\n", - "['23', ' Private', ' 32950', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 206699', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 385646', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 31438', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 43', ' ?', ' <=50K']\n", - "['45', ' Private', ' 168598', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 97306', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 106910', ' 11th', ' 7', ' Divorced', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-not-inc', ' 29582', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 220284', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 110226', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' ?', ' <=50K']\n", - "['53', ' Private', ' 240914', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 115496', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['27', ' Private', ' 105817', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 330836', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 36327', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 33423', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 75673', ' Assoc-voc', ' 11', ' Widowed', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 185744', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 186035', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 196456', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1669', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 111450', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 115289', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 1380', ' 70', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 74879', ' HS-grad', ' 9', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 117312', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 272902', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 220230', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 90934', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 234286', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 364548', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 283676', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 195602', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 70761', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 142717', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 124242', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 53481', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 287797', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 188274', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 171968', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' ?', ' 74795', ' Assoc-acdm', ' 12', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 218490', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' >50K']\n", - "['43', ' Local-gov', ' 94937', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 109511', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 269527', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 201689', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 63', ' ?', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 120672', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 130779', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 441542', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 114801', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 180284', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 27444', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 180382', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 143266', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 139268', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 126208', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 186191', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 197163', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 2559', ' 50', ' United-States', ' >50K']\n", - "['44', ' State-gov', ' 193524', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 181388', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 124963', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['24', ' Private', ' 188925', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 149230', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 388725', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 113543', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 187636', ' Bachelors', ' 13', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 267763', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['69', ' Federal-gov', ' 143849', ' 11th', ' 7', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 97277', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 199303', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 124852', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 50053', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 97005', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['90', ' ?', ' 175444', ' 7th-8th', ' 4', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 337898', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 124076', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 277420', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' >50K']\n", - "['51', ' Private', ' 280278', ' 10th', ' 6', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 241185', ' 12th', ' 8', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 202188', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1741', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 198422', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 82242', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 27828', ' 0', ' 45', ' Germany', ' >50K']\n", - "['33', ' Private', ' 178429', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 185866', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' >50K']\n", - "['43', ' Private', ' 212847', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 219661', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 9', ' United-States', ' >50K']\n", - "['40', ' Private', ' 321856', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 313873', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 144064', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 139586', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 419691', ' 12th', ' 8', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' ?', ' 212759', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 6767', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 195562', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 205706', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 131310', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 54440', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 200734', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 81859', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['31', ' Private', ' 159589', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 300915', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 185057', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 42044', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 166416', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 212737', ' 9th', ' 5', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 236069', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 216414', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['54', ' Federal-gov', ' 27432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 145419', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 147202', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Germany', ' <=50K']\n", - "['27', ' Private', ' 29261', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 359543', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['41', ' Local-gov', ' 227644', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 90021', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['32', ' Private', ' 188154', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 110142', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 186415', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 175720', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 172865', ' 5th-6th', ' 3', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 35969', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 433330', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 160261', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' Taiwan', ' <=50K']\n", - "['55', ' Private', ' 189528', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 113324', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 118500', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 89681', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 199925', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102308', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 444607', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 176998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 94559', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' Other', ' Female', ' 7688', ' 0', ' 50', ' ?', ' >50K']\n", - "['34', ' State-gov', ' 366198', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' >50K']\n", - "['35', ' Private', ' 180686', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 108019', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 153542', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 210364', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 80', ' United-States', ' >50K']\n", - "['36', ' Private', ' 185394', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 222703', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['23', ' Private', ' 183945', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 161964', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 375574', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Mexico', ' >50K']\n", - "['20', ' Local-gov', ' 312427', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' Puerto-Rico', ' <=50K']\n", - "['32', ' Private', ' 53373', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 166330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 124665', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 146719', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 306593', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 156687', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' India', ' <=50K']\n", - "['40', ' Local-gov', ' 153489', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 231377', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 45', ' United-States', ' >50K']\n", - "['45', ' State-gov', ' 127089', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['76', ' Local-gov', ' 329355', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 178319', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 304246', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 174640', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 148294', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 298037', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 98155', ' HS-grad', ' 9', ' Married-AF-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 102766', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 78529', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 136309', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 275357', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 33117', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' England', ' <=50K']\n", - "['57', ' Local-gov', ' 199546', ' Masters', ' 14', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 184128', ' 11th', ' 7', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 337039', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 14344', ' 0', ' 40', ' England', ' >50K']\n", - "['66', ' Private', ' 126511', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 325792', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['80', ' ?', ' 91901', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 119474', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 153238', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 32', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 321851', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 108557', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 67217', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 594', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 195508', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 102193', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 20323', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 122206', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 200652', ' 9th', ' 5', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 173590', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1628', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 184121', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 53123', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 175990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['47', ' Private', ' 316101', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 34080', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 219718', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 126954', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 99185', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' ?', ' 40052', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 120074', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 77336', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 60981', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 2176', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 77884', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 65408', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 173279', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' ?', ' 318351', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 157686', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 277434', ' Assoc-acdm', ' 12', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 184620', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 34443', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 268553', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 41356', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 459342', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 148549', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 254293', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 104501', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 238367', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 180439', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 100029', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 215990', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 44', ' United-States', ' >50K']\n", - "['32', ' State-gov', ' 111567', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' >50K']\n", - "['46', ' Private', ' 319163', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 160155', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 378045', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 177083', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 119891', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 127779', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 299353', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 63861', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 112403', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 83610', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 66', ' United-States', ' >50K']\n", - "['28', ' Private', ' 452808', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 176871', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 100651', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 266134', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 196307', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 87891', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 182314', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['55', ' ?', ' 136819', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 181666', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['37', ' Private', ' 179671', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 27494', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['38', ' Private', ' 338320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['51', ' Private', ' 199688', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 96635', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 165064', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 109856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 82393', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 209538', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 209891', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 56026', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 210844', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['43', ' Private', ' 117158', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' Private', ' 193144', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 137578', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 234108', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 155767', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 110820', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['43', ' Private', ' 403276', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 147269', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['53', ' Private', ' 123092', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 165673', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-inc', ' 182131', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 20', ' United-States', ' >50K']\n", - "['41', ' Private', ' 204415', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 92531', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 157028', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 228649', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 147253', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 160784', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 163189', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 146343', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 225811', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['68', ' State-gov', ' 202699', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 42', ' ?', ' >50K']\n", - "['58', ' Private', ' 374108', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 93930', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 412248', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 427474', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['67', ' State-gov', ' 160158', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 159603', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 101017', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 163862', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Without-pay', ' 212588', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 321943', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 317702', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 287480', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 135607', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['28', ' Private', ' 168514', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 88642', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 227104', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 157289', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 213321', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 294907', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 251411', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 183594', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 189565', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 217802', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 388156', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 447555', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 204098', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 193882', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 89870', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 49595', ' Masters', ' 14', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 228873', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 108185', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 176027', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' ?', ' 405374', ' Some-college', ' 10', ' Separated', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 39606', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 178353', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 160662', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 196328', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['45', ' Private', ' 20534', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 156815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 360252', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 245056', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 422718', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 118081', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 262978', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 187577', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 259323', ' Prof-school', ' 15', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 160920', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 194247', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 134367', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 24', ' United-States', ' >50K']\n", - "['17', ' Private', ' 123335', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 332249', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 358124', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 208019', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 318452', ' 11th', ' 7', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 207779', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 238376', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Private', ' 673764', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['67', ' State-gov', ' 239705', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 12', ' ?', ' <=50K']\n", - "['40', ' Private', ' 133974', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 138285', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 152140', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 287920', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Private', ' 289572', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 78765', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 99076', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 2597', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 224886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 206532', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 129529', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 202473', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 162312', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['45', ' Private', ' 72844', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 206947', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 64112', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 20057', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 38', ' Philippines', ' <=50K']\n", - "['42', ' State-gov', ' 222884', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 132683', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 177773', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 144071', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 15', ' El-Salvador', ' <=50K']\n", - "['28', ' Private', ' 148429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 168601', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 78291', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 243929', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 215039', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 13', ' ?', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 185673', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 121142', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 173858', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['59', ' ?', ' 87247', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['43', ' Private', ' 334991', ' Some-college', ' 10', ' Separated', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 4934', ' 0', ' 51', ' United-States', ' >50K']\n", - "['48', ' Private', ' 93476', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 174283', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 128676', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 205844', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 62535', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 240612', ' HS-grad', ' 9', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 176992', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 254127', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 138744', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 128460', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 56582', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 153751', ' 9th', ' 5', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 284343', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 312692', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 111520', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 304955', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 288598', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 117387', ' 11th', ' 7', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 230484', ' 7th-8th', ' 4', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 319280', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 186416', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 147372', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 2444', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 145933', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 70', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 110164', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 225454', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 220342', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 144002', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Private', ' 225365', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 187983', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 89991', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 225913', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 229737', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 37', ' United-States', ' >50K']\n", - "['59', ' Private', ' 145574', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 274363', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['59', ' Private', ' 365390', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 266467', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 183384', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 112797', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 76008', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 156780', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['42', ' Local-gov', ' 186909', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 25497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['58', ' Self-emp-not-inc', ' 248841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 30916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 123270', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Self-emp-not-inc', ' 210165', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 222596', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Self-emp-inc', ' 188067', ' Some-college', ' 10', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 119592', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 2824', ' 40', ' ?', ' >50K']\n", - "['27', ' Private', ' 250314', ' 9th', ' 5', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['60', ' Private', ' 205934', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 186172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Self-emp-inc', ' 98418', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 329980', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 147653', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 195946', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['29', ' Self-emp-inc', ' 168221', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 70', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 151801', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 177154', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 73883', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 175714', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['22', ' Private', ' 43535', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 104509', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 118230', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 152046', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['36', ' Private', ' 52327', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Iran', ' >50K']\n", - "['22', ' Private', ' 218886', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 84119', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 189674', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 222993', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 47429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 144995', ' Preschool', ' 1', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 187969', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 288398', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 114591', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 167737', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 248834', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 165686', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 40200', ' Some-college', ' 10', ' Widowed', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 117158', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 216657', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['61', ' Private', ' 124242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['39', ' Local-gov', ' 239119', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['47', ' Private', ' 190072', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 378114', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 236990', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 101761', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 51', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 37745', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 424494', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 130438', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 100605', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Other', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 220776', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['30', ' Local-gov', ' 154950', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['28', ' Private', ' 192283', ' Masters', ' 14', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['27', ' Private', ' 210765', ' Assoc-voc', ' 11', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 147476', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 193241', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1651', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 109053', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 265618', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 172855', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 68848', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 229051', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 106039', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 112835', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 205396', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 283400', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 195739', ' 10th', ' 6', ' Widowed', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 36480', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 303291', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 293900', ' 11th', ' 7', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 165922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 65738', ' Masters', ' 14', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 175070', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 339814', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 150132', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 377374', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 166153', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 110171', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 94477', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['27', ' Private', ' 194243', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 106347', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 214865', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 185619', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 96445', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 102632', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 209034', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 153486', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 144371', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['24', ' Private', ' 186213', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Private', ' 188236', ' 10th', ' 6', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 418405', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 125796', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 183304', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['34', ' Private', ' 329587', ' 10th', ' 6', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 182570', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 446654', ' 9th', ' 5', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 254304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 131258', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 103632', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 241895', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 244945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 20795', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Private', ' 347322', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 103995', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 54', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 53206', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' ?', ' 387839', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 57108', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 177791', ' 10th', ' 6', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 33794', ' Masters', ' 14', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 249935', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 241121', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 98586', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 181920', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 434467', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 113364', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['51', ' Private', ' 249706', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 95455', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 209867', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Self-emp-inc', ' 79586', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['41', ' Private', ' 289669', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 347166', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 53835', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 14878', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['31', ' Private', ' 266126', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 146659', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Honduras', ' <=50K']\n", - "['42', ' Private', ' 125280', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 173535', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 77665', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 280525', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['53', ' Private', ' 479621', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 194630', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 4787', ' 0', ' 43', ' United-States', ' >50K']\n", - "['36', ' Private', ' 247600', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['32', ' Private', ' 258406', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 72', ' Mexico', ' <=50K']\n", - "['20', ' Private', ' 107746', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['17', ' ?', ' 47407', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 229987', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 312338', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 225394', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 373718', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 120131', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 472789', ' 1st-4th', ' 2', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' El-Salvador', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 27886', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 138352', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 123011', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 306567', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 187749', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['22', ' Private', ' 260594', ' 11th', ' 7', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 236879', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 186808', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 373213', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 187629', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 106648', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 305781', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Canada', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 256362', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 239947', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 349041', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 105252', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 182715', ' 7th-8th', ' 4', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 166210', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 113200', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 142075', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 454843', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 142219', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 112512', ' 12th', ' 8', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['43', ' Private', ' 212894', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' State-gov', ' 265201', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 251905', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 2339', ' 40', ' Canada', ' <=50K']\n", - "['18', ' Private', ' 170627', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 354037', ' Prof-school', ' 15', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 259089', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 21856', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 207946', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 77009', ' 11th', ' 7', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 2754', ' 42', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 36539', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 176811', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 456062', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 55', ' United-States', ' >50K']\n", - "['28', ' Private', ' 277746', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 288132', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 344415', ' Masters', ' 14', ' Married-civ-spouse', ' Armed-Forces', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 206964', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 198091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 150264', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' Canada', ' >50K']\n", - "['62', ' Private', ' 588484', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['30', ' Private', ' 113364', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['19', ' Private', ' 270551', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 31478', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 190525', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 153066', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 150393', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 99911', ' 12th', ' 8', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 343447', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 169482', ' Some-college', ' 10', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 32855', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 194501', ' 11th', ' 7', ' Widowed', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 177705', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['31', ' Private', ' 123983', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['41', ' Private', ' 138975', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 235431', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 83043', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 45', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 130206', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 210053', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 249392', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 87418', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 190387', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 176240', ' Masters', ' 14', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' ?', ' 211013', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Local-gov', ' 105862', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 5455', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 185195', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 173495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 78634', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 147284', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 99', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 82572', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 154641', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 39236', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 64785', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 179337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' England', ' <=50K']\n", - "['73', ' Private', ' 173047', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 264012', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['53', ' Federal-gov', ' 227836', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 321327', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 108100', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 99999', ' 0', ' 25', ' ?', ' >50K']\n", - "['37', ' Private', ' 146398', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 324120', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 367329', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 301582', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 222789', ' Bachelors', ' 13', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 170108', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 82297', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 180162', ' 9th', ' 5', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 348172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 809585', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 67728', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['70', ' ?', ' 163057', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 2009', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 102069', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 149700', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 109273', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 393354', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['37', ' Private', ' 226947', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' State-gov', ' 86805', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 39', ' United-States', ' >50K']\n", - "['27', ' Private', ' 493689', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' France', ' <=50K']\n", - "['54', ' Private', ' 299324', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 353012', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 174419', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 209472', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 295127', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-inc', ' 182273', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 228200', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 263836', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 178948', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 43945', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 253296', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 240137', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Mexico', ' <=50K']\n", - "['49', ' Private', ' 24712', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Philippines', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 342635', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 115387', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 182998', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 133248', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 246891', ' Masters', ' 14', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 30035', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 175232', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 140516', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 64980', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 155781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 192065', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 227890', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' Self-emp-not-inc', ' 162249', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 165949', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 445382', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 211948', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1590', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 163678', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 89413', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 289700', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 163826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 185385', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 169031', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 54611', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 130620', ' 11th', ' 7', ' Married-spouse-absent', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['26', ' Private', ' 328663', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 169646', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['35', ' Private', ' 186815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 103925', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 150393', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 1504', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 82777', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 178449', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 51672', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 380162', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 212114', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 100800', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 70', ' United-States', ' >50K']\n", - "['30', ' Private', ' 162572', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['66', ' Self-emp-inc', ' 179951', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 190759', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['74', ' State-gov', ' 236012', ' 7th-8th', ' 4', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 164023', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['51', ' Private', ' 172046', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 182926', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 151001', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 362835', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 97883', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 91911', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 278130', ' Assoc-voc', ' 11', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 146310', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 379412', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 37987', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 256909', ' HS-grad', ' 9', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 482927', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 44434', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 61', ' United-States', ' >50K']\n", - "['25', ' Private', ' 255474', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 303674', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' ?', ' 195488', ' 12th', ' 8', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' Puerto-Rico', ' <=50K']\n", - "['58', ' ?', ' 114362', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 341504', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 197080', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 102945', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['47', ' Private', ' 503454', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 87561', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 270693', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 3674', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 252813', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 574271', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 184016', ' HS-grad', ' 9', ' Married-civ-spouse', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 3103', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 235071', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Private', ' 158242', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 299810', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 277695', ' Preschool', ' 1', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' Hong', ' <=50K']\n", - "['28', ' Private', ' 23324', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 316582', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 176657', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Japan', ' <=50K']\n", - "['42', ' Private', ' 93770', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 124569', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 117313', ' 9th', ' 5', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['53', ' Private', ' 53812', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 170456', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 115971', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 31432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 52', ' United-States', ' >50K']\n", - "['30', ' Private', ' 112383', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 283092', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['32', ' Private', ' 27207', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 46712', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' State-gov', ' 19520', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 98630', ' 7th-8th', ' 4', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 159897', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 136629', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['19', ' Private', ' 407759', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 221884', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 148475', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 274964', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 160107', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Private', ' 167265', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['34', ' Private', ' 148226', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 153869', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 208881', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 256953', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 100147', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Local-gov', ' 166461', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 171327', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 297335', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 31', ' Laos', ' <=50K']\n", - "['63', ' ?', ' 133166', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 169589', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 273734', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 158301', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 257117', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 196725', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 137444', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 286960', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 201435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 216931', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 212665', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 462820', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 198841', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 219886', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 163003', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['44', ' Private', ' 112262', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 213105', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['66', ' Private', ' 302072', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 338105', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 58213', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 45', ' United-States', ' >50K']\n", - "['64', ' Private', ' 125684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 215419', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 413760', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 205339', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 236570', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 247552', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 184007', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 341187', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Private', ' 220187', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 198258', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 175821', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 92288', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['34', ' Private', ' 261418', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 203319', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 166083', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 109001', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['81', ' ?', ' 106765', ' Some-college', ' 10', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['22', ' Self-emp-not-inc', ' 197387', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 284834', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 87535', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 175587', ' 11th', ' 7', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 242700', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 161478', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 51498', ' 12th', ' 8', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 220124', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 188503', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Private', ' 113324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 208872', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 34180', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 292023', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 141118', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 348592', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 185203', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 165278', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 116933', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 237608', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 2444', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 84787', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 217892', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 10605', ' 0', ' 35', ' United-States', ' >50K']\n", - "['60', ' Private', ' 325971', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 206878', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 127772', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 208577', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 344152', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5556', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 40681', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 95108', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 280603', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 188436', ' Prof-school', ' 15', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 134220', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 177989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 164190', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 90897', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 33126', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 270886', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 216129', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 189368', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 141418', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 306225', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 330664', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 191765', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 289353', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 53147', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 122353', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 188767', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 239576', ' Masters', ' 14', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 155141', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 64520', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 478994', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155654', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 124052', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 245053', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 183585', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 323639', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 186791', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 284303', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 186666', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 200153', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 180931', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 183173', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 120131', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Cuba', ' >50K']\n", - "['25', ' Self-emp-not-inc', ' 263300', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226443', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['18', ' Private', ' 404868', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 1602', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 208506', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 46746', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 246183', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' ?', ' 165309', ' 7th-8th', ' 4', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 122749', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-inc', ' 38822', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 167963', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 273241', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 120238', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 167990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['17', ' Private', ' 225507', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 125000', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['17', ' Self-emp-not-inc', ' 174120', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 230959', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['41', ' Local-gov', ' 132125', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 68461', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 227178', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 165798', ' 5th-6th', ' 3', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['39', ' Private', ' 129573', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 224377', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 179481', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 434268', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 173716', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 244803', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 60', ' Cuba', ' >50K']\n", - "['24', ' Private', ' 114230', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 188661', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 216093', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 124963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 85341', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 193490', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 80058', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 139907', ' Assoc-voc', ' 11', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 54342', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 188767', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117222', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 171831', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187119', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 97277', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 219760', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 63299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 171482', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' ?', ' 344742', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 210869', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 38312', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 119939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 83953', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 101383', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 204374', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 176831', ' 10th', ' 6', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 60688', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 251305', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 200947', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-not-inc', ' 46704', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 119721', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 58930', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 247750', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 67725', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 200775', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 183542', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 25139', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 123325', ' Prof-school', ' 15', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 269786', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 51089', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 136985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 129350', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 35595', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 61299', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 192321', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 257644', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 70884', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 159726', ' 11th', ' 7', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 174395', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 175534', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' >50K']\n", - "['54', ' Local-gov', ' 173050', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 32519', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' South', ' <=50K']\n", - "['18', ' Private', ' 322999', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 148874', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 43738', ' Doctorate', ' 16', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['36', ' Private', ' 195385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 149809', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 51985', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 105384', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 137591', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' Greece', ' <=50K']\n", - "['49', ' State-gov', ' 324791', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 184303', ' Some-college', ' 10', ' Separated', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' El-Salvador', ' <=50K']\n", - "['66', ' ?', ' 314347', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 274010', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 321031', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 313929', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 394669', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 152951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 247115', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 175958', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 109039', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 141326', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 74334', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 47462', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 182344', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 295912', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 311495', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 236746', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 187643', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 282923', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 501671', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 29591', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 301556', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 187240', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 219483', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 594187', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['63', ' Private', ' 200474', ' 1st-4th', ' 2', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 152795', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['17', ' Private', ' 230789', ' 9th', ' 5', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 311231', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 114691', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 194591', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 114691', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' State-gov', ' 42017', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 383384', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 29444', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 53727', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['38', ' Private', ' 277022', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['43', ' Local-gov', ' 113324', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 342709', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 179203', ' 12th', ' 8', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 251474', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['50', ' Private', ' 93730', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 37894', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' State-gov', ' 272918', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 151411', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' Private', ' 210648', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 347491', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 255885', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['39', ' Private', ' 356838', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 216164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 288781', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 439779', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 161638', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['28', ' Private', ' 190525', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 276249', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 147265', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 245090', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['42', ' State-gov', ' 219682', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 392100', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 358682', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['47', ' Private', ' 262244', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 171228', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 35', ' Guatemala', ' <=50K']\n", - "['21', ' Local-gov', ' 218445', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' ?', ' 182609', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 509462', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 213258', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 118401', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 45814', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 329733', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 29957', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 215854', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 327766', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 405765', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['39', ' Private', ' 80680', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 177792', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['52', ' Private', ' 273514', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 202373', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 332785', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 149640', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 40151', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['79', ' Self-emp-inc', ' 183686', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['50', ' Federal-gov', ' 32801', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 195282', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 134026', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 96678', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 174533', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' Private', ' 180807', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 991', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 186324', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 257250', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 212800', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 55360', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 195253', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 45156', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 435469', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 231287', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 168854', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 50', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 185057', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 91670', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 165517', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 73161', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 178792', ' HS-grad', ' 9', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 32897', ' 11th', ' 7', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 250967', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 41901', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 379779', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 217838', ' 5th-6th', ' 3', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 137527', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 2559', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 198965', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['41', ' Private', ' 70645', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4650', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 220644', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['19', ' Private', ' 175081', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 180299', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 548664', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 278114', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 394927', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 127482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' England', ' >50K']\n", - "['29', ' Private', ' 236938', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 232991', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 34378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 81513', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 106780', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 178596', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 1408', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 329026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 26490', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 338033', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 169303', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 6767', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 21154', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 209449', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 389143', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 101260', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 198270', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 45781', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 134566', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 283806', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 286869', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 1668', ' 40', ' ?', ' <=50K']\n", - "['46', ' Private', ' 422813', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 103277', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 201871', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 167728', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 211517', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 118212', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 259846', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 3471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 98926', ' Some-college', ' 10', ' Widowed', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 207352', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['31', ' Private', ' 206609', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 104509', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 170350', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 183884', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 110964', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1672', ' 38', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 154410', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 257659', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 274679', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 252662', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 356689', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 205218', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 241306', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 139127', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 175625', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 206459', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 176123', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' India', ' <=50K']\n", - "['41', ' Private', ' 111483', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 106118', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['18', ' Private', ' 77845', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 15', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 162094', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 216469', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 381965', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 145284', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 242482', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 160192', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 280699', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 175942', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 55', ' ?', ' >50K']\n", - "['18', ' Private', ' 156950', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 215572', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 173593', ' Masters', ' 14', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' Canada', ' <=50K']\n", - "['55', ' Private', ' 193374', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 334039', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 337664', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 113504', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 177072', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 174503', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 214807', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 222596', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 100345', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 409230', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 112497', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 25236', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Self-emp-inc', ' 115922', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' ?', ' 375049', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' >50K']\n", - "['25', ' Private', ' 243560', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['33', ' Local-gov', ' 182971', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 127215', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 276241', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 175109', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 498079', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 344394', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 99872', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 3103', ' 0', ' 40', ' India', ' >50K']\n", - "['23', ' Private', ' 245302', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 43313', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 188467', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 351278', ' Bachelors', ' 13', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 182246', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 79870', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 2597', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['48', ' ?', ' 353824', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['31', ' Private', ' 387116', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 36', ' Jamaica', ' <=50K']\n", - "['47', ' Private', ' 34248', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' State-gov', ' 198741', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 32950', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 381153', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 100067', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['34', ' Private', ' 208785', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 61559', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 176452', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['41', ' ?', ' 128700', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 328518', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 201196', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 378546', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 212210', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' ?', ' <=50K']\n", - "['59', ' Federal-gov', ' 178660', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 235826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 22641', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 316027', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Cuba', ' <=50K']\n", - "['47', ' Private', ' 431515', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 149770', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 165916', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 107411', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 217961', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 350387', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 325372', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 156718', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 216472', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 106972', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 131934', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 365908', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 2105', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 359193', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 261012', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 272944', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 113654', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 218955', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 115963', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 80638', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['37', ' Private', ' 147258', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 214635', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 200318', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 138270', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 388594', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' ?', ' >50K']\n", - "['33', ' Private', ' 103435', ' Assoc-voc', ' 11', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 133201', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['24', ' Private', ' 175183', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 99870', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 107479', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 113440', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 85690', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 45713', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 376230', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 145576', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' Japan', ' >50K']\n", - "['17', ' ?', ' 67808', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 113936', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 158291', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 193898', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 191982', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 72953', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 271160', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 33087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 106153', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 29444', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 105021', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 239045', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 94413', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 20534', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['28', ' Private', ' 350254', ' 1st-4th', ' 2', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['68', ' Private', ' 194746', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['36', ' Private', ' 269042', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['20', ' Private', ' 447488', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 267706', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 198216', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 227931', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 252646', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 223342', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2174', ' 0', ' 40', ' England', ' <=50K']\n", - "['28', ' Private', ' 181776', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 132601', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 205410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 185912', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 35', ' United-States', ' >50K']\n", - "['38', ' Private', ' 292570', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 76460', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 295163', ' 12th', ' 8', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 27255', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['23', ' Private', ' 69847', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 104993', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 2907', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 322980', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 2354', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 390608', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 317539', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 195678', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 466502', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 220754', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 202878', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 343476', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 93227', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1977', ' 60', ' Taiwan', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 38622', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 173730', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 178623', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['27', ' Private', ' 300783', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['60', ' Private', ' 224644', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191502', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 61885', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 213887', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' Canada', ' >50K']\n", - "['36', ' Private', ' 331395', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 145098', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 123075', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 216804', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 188291', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 33610', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 234901', ' Assoc-acdm', ' 12', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 349148', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 168443', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 211860', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 193961', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['36', ' Local-gov', ' 52532', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 75804', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 176185', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 306779', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 265192', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 139347', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 107682', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 34173', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 128378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 195638', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 59287', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 162442', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' ?', ' 350603', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 344743', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 112077', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 176795', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 137815', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 309620', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 6', ' South', ' <=50K']\n", - "['39', ' Private', ' 336880', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 206600', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['25', ' Private', ' 193051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 229062', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 62793', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 264939', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['52', ' Private', ' 370552', ' Preschool', ' 1', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['52', ' Private', ' 163678', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['74', ' ?', ' 89667', ' Bachelors', ' 13', ' Widowed', ' ?', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 558490', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 124680', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 35', ' United-States', ' >50K']\n", - "['76', ' Private', ' 208843', ' 7th-8th', ' 4', ' Widowed', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 95078', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 169679', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 101320', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 168906', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 212582', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 170617', ' Masters', ' 14', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 170529', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 99897', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 104892', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 175224', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Nicaragua', ' <=50K']\n", - "['23', ' Private', ' 149704', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 214542', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 167319', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 43716', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 191935', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 158642', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 2993', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 338611', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 136419', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['17', ' Private', ' 72321', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 189956', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 403782', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 456661', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 279041', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 65716', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 189809', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 52', ' Jamaica', ' <=50K']\n", - "['62', ' Local-gov', ' 223637', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 199343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 139344', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 119098', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 195025', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 186720', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 328923', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 159472', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 138662', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 286342', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['39', ' Private', ' 181705', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 193882', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 216497', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 124919', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Iran', ' >50K']\n", - "['62', ' Private', ' 109463', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 1617', ' 33', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 256274', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 326379', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 174995', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2457', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 243142', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 155118', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['54', ' Private', ' 189607', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 39478', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 206951', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 127647', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 234298', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 182302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' State-gov', ' 166597', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 33363', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['74', ' Self-emp-inc', ' 167537', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['34', ' Private', ' 179378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 297551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 198362', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 240504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 169662', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' ?', ' 164940', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 210488', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 154835', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['27', ' Private', ' 333296', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['47', ' Private', ' 192793', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' >50K']\n", - "['39', ' Private', ' 49436', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 1380', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 136331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 509048', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 318610', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 104521', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 247695', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 219546', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' <=50K']\n", - "['21', ' Private', ' 169699', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 131302', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 171852', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 340091', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['20', ' Private', ' 204641', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 213431', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 377018', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 184543', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 188236', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 233022', ' 11th', ' 7', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 177420', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 21101', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 52486', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 183273', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 32', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 36177', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 124956', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 102350', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 165930', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 297574', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['40', ' Private', ' 120277', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 87569', ' Some-college', ' 10', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 278220', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 155972', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 162852', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 64860', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 226013', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 322674', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 202242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 175262', ' Preschool', ' 1', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['23', ' Private', ' 201682', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 166330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Self-emp-inc', ' 147612', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 213154', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 33798', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' State-gov', ' 199198', ' Assoc-voc', ' 11', ' Widowed', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 90915', ' Bachelors', ' 13', ' Married-spouse-absent', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 337778', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Yugoslavia', ' >50K']\n", - "['31', ' Private', ' 187203', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 261497', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 361817', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 226546', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 100168', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 272625', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 254516', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 207375', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 39092', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 48271', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 152102', ' HS-grad', ' 9', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 234665', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 127651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 48', ' United-States', ' >50K']\n", - "['22', ' Private', ' 180060', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 32477', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 137658', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 228287', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 159442', ' Prof-school', ' 15', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 33310', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 270546', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 290290', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 287037', ' 12th', ' 8', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 128516', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 185195', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 49657', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 98005', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 283635', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 98360', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 202872', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 118365', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 184285', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 345831', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 99679', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 253354', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 190650', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['34', ' Private', ' 287737', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 204389', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 25', ' Puerto-Rico', ' <=50K']\n", - "['31', ' Federal-gov', ' 294870', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 159442', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 161662', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Private', ' 52738', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 252024', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 189702', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 407913', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 166527', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 34918', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 142712', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['18', ' Federal-gov', ' 201686', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 179759', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 94954', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 350498', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1258', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 201743', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 119344', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 149726', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 419146', ' 7th-8th', ' 4', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 174789', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 171234', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 206325', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 202682', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 121055', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 160187', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Other-relative', ' Black', ' Female', ' 14084', ' 0', ' 38', ' United-States', ' >50K']\n", - "['29', ' Private', ' 84366', ' 10th', ' 6', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['60', ' Private', ' 139391', ' Some-college', ' 10', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 124094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 30759', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 137875', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 139049', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' >50K']\n", - "['20', ' Private', ' 238384', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 340755', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 224947', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 111994', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 125491', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['34', ' ?', ' 310525', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 71592', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 99185', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 249935', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 206775', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 230704', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' Jamaica', ' <=50K']\n", - "['34', ' Private', ' 242361', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 134746', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 198613', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 174040', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 165953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 273604', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 192409', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 102476', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 234504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 468713', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 84560', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 148995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 34816', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 211184', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 33304', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Federal-gov', ' 179985', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 219815', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 134766', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 106548', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 89787', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 164857', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 257124', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 227446', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['43', ' Private', ' 125461', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 189749', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 176321', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 284250', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 101885', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 134130', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 260938', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 238184', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 148626', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 48102', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['58', ' Private', ' 234213', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 48', ' United-States', ' >50K']\n", - "['65', ' Private', ' 113323', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 34246', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 175070', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 279680', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['84', ' Private', ' 188328', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 96609', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 84257', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 275632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 385540', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 196342', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['47', ' Private', ' 97176', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 197714', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 147099', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 186346', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 73434', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 275074', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 209214', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 210525', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 372020', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 176684', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 210474', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 293690', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['64', ' Private', ' 149775', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 323009', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['31', ' Private', ' 126950', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 172538', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 115411', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 101709', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 265356', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 192565', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 348771', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 148959', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 126569', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 105936', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 188076', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 184400', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['63', ' Private', ' 124242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 200819', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 100480', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Private', ' 129513', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 297796', ' 10th', ' 6', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 195488', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 153486', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['40', ' Private', ' 126845', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 206974', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 412149', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 653574', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['37', ' Private', ' 70562', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' El-Salvador', ' <=50K']\n", - "['62', ' Private', ' 197514', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 309284', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 334679', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 105116', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2346', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 151484', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 78765', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' >50K']\n", - "['42', ' Private', ' 98427', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 230767', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['23', ' Private', ' 117606', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 68642', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 341638', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 65920', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 188246', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 198727', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 160728', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 2977', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 706026', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 348148', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 77884', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['17', ' Private', ' 160758', ' 10th', ' 6', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 201112', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['69', ' Self-emp-inc', ' 107850', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 6514', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 230246', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['34', ' Private', ' 203034', ' Bachelors', ' 13', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 373935', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 341695', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 119793', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' ?', ' <=50K']\n", - "['41', ' Private', ' 178002', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 233130', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['53', ' Local-gov', ' 192982', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['44', ' Private', ' 33155', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 187346', ' 5th-6th', ' 3', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 78529', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Private', ' 101626', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 117567', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 110791', ' Assoc-acdm', ' 12', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 207120', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 43206', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 120238', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 189219', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 190895', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 83517', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 35557', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 59313', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 202033', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Local-gov', ' 55658', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 118186', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 279901', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 110954', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' El-Salvador', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 90159', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 122489', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 1726', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 43348', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['42', ' Private', ' 34278', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 37778', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 160623', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 342458', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 64322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 373914', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 205884', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Local-gov', ' 208266', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 222450', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 348420', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 136081', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 197284', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 204773', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 206066', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 61885', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 299908', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 46028', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 239865', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 154587', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['29', ' Private', ' 244473', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 32334', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 319588', ' Bachelors', ' 13', ' Married-spouse-absent', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 226735', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226443', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 359259', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' Portugal', ' <=50K']\n", - "['27', ' Private', ' 36851', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 393480', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 33109', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 188246', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 1590', ' 62', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 231569', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 353010', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 102628', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['66', ' Private', ' 262285', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 160300', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 156953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-inc', ' 136823', ' 11th', ' 7', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 160724', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 86459', ' Assoc-acdm', ' 12', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 238628', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 339954', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' ?', ' 222005', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['17', ' Federal-gov', ' 99893', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 214117', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 298661', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 179488', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 48343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 100270', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 227065', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 32', ' United-States', ' >50K']\n", - "['40', ' Private', ' 126701', ' 9th', ' 5', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 209131', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 400132', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' State-gov', ' 278155', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 139012', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 2174', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['41', ' Private', ' 178431', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' <=50K']\n", - "['42', ' Private', ' 511068', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 199039', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 190525', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 60', ' Germany', ' >50K']\n", - "['36', ' Private', ' 115700', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 167832', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 218164', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 171926', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Self-emp-inc', ' 242080', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['67', ' Federal-gov', ' 223257', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 386773', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-not-inc', ' 105478', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 140644', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 205970', ' 10th', ' 6', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 216583', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 162432', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 83671', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 205100', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' Germany', ' <=50K']\n", - "['31', ' Private', ' 195750', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 220562', ' 9th', ' 5', ' Never-married', ' Sales', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 312232', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 386337', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['42', ' Private', ' 86185', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' Private', ' 105586', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 103345', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Local-gov', ' 150553', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 26009', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['46', ' Private', ' 149388', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 151626', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 169583', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 174486', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 20051', ' 0', ' 35', ' Jamaica', ' >50K']\n", - "['23', ' Private', ' 160951', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 213383', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 103078', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 109526', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 142835', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 43475', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 190916', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 175987', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 214385', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 192652', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 207685', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 143857', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 163392', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 26', ' ?', ' <=50K']\n", - "['51', ' Private', ' 310774', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' ?', ' 427965', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 279608', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 312881', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 175083', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 132057', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 32878', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Federal-gov', ' 360527', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 99478', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 113035', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Federal-gov', ' 99199', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 452640', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 14344', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 236858', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 31', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 201865', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 268661', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 475324', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 117295', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 65704', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['45', ' Private', ' 192835', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 76720', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 180686', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 133876', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 123727', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 129956', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['25', ' Private', ' 96268', ' 11th', ' 7', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 317320', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 86872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 100863', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['56', ' Private', ' 164332', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 122584', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 34377', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 162030', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 199170', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 470203', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 266803', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' ?', ' 188009', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 513416', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 98211', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 196107', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 108273', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 213290', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1887', ' 36', ' United-States', ' >50K']\n", - "['61', ' Private', ' 96660', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 34', ' United-States', ' >50K']\n", - "['22', ' Local-gov', ' 412316', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 120068', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 101722', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 120268', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 144429', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 271122', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 255621', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 90934', ' Assoc-voc', ' 11', ' Divorced', ' Protective-serv', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 162745', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Private', ' 128460', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['63', ' Private', ' 30813', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 164585', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 148003', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 20051', ' 0', ' 36', ' United-States', ' >50K']\n", - "['51', ' Private', ' 215647', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 300975', ' Masters', ' 14', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 1485', ' 40', ' ?', ' <=50K']\n", - "['54', ' Private', ' 421561', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 149909', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['65', ' ?', ' 240857', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 138940', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 66755', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 103323', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 117222', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 29145', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' State-gov', ' 184659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 20795', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 311376', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 122660', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 137578', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 193689', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['29', ' Private', ' 144556', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 228696', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2603', ' 32', ' Mexico', ' <=50K']\n", - "['60', ' Private', ' 184183', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 243178', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 236330', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 1721', ' 20', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 190682', ' Assoc-voc', ' 11', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 233786', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 102202', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 95299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' >50K']\n", - "['43', ' Self-emp-inc', ' 240504', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['32', ' State-gov', ' 169973', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 144937', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 211751', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 84587', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' State-gov', ' 150874', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 187332', ' 10th', ' 6', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 188615', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 119704', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 275190', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 417941', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 196348', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 221955', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 173938', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' >50K']\n", - "['51', ' Private', ' 123429', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 143732', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 203126', ' Bachelors', ' 13', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' ?', ' <=50K']\n", - "['67', ' Private', ' 174693', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' Nicaragua', ' <=50K']\n", - "['49', ' Private', ' 357540', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 29859', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 314092', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 48', ' United-States', ' >50K']\n", - "['61', ' Private', ' 280088', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 257380', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 165306', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 109001', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 266439', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 153356', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' Black', ' Male', ' 2597', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 32950', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 182163', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 188246', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['36', ' Private', ' 297335', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' China', ' <=50K']\n", - "['37', ' Private', ' 108366', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 328301', ' Assoc-acdm', ' 12', ' Married-AF-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 182158', ' 10th', ' 6', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 169426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' ?', ' 330571', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 535978', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 29393', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 258883', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 60', ' Hungary', ' >50K']\n", - "['26', ' Private', ' 369166', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 257855', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 164197', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['63', ' Private', ' 109517', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 112137', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' South', ' <=50K']\n", - "['36', ' Private', ' 160035', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['45', ' State-gov', ' 50567', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 140011', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 271328', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 183083', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 159869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['46', ' Private', ' 102542', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 297742', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 176917', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 165235', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Thailand', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 52647', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 48542', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 279232', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['58', ' State-gov', ' 259929', ' Doctorate', ' 16', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['45', ' Private', ' 221780', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['76', ' Self-emp-not-inc', ' 253408', ' Some-college', ' 10', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 298841', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 321313', ' Masters', ' 14', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 64875', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 275232', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 134854', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Greece', ' >50K']\n", - "['41', ' Private', ' 67339', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['27', ' State-gov', ' 192355', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 208528', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 160120', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 250238', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['51', ' Private', ' 25031', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 255847', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 26892', ' Bachelors', ' 13', ' Married-AF-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 111979', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 408537', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 99999', ' 0', ' 37', ' United-States', ' >50K']\n", - "['36', ' Private', ' 231037', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 30030', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 292120', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 138253', ' Masters', ' 14', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 190777', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 41591', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 186733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 78567', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 140590', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 230912', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 176185', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 182227', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 205704', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 24342', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 138192', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 334676', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 177526', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 152696', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 114765', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 265509', ' Assoc-voc', ' 11', ' Separated', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 180758', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 127921', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 177906', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['35', ' Federal-gov', ' 182898', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 422249', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 222450', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Local-gov', ' 190027', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 281647', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Private', ' 117963', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 319121', ' 11th', ' 7', ' Separated', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 225504', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 104334', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['30', ' State-gov', ' 48214', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 145714', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 38240', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 27385', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 204254', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 411587', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Honduras', ' <=50K']\n", - "['43', ' Private', ' 221172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['46', ' Private', ' 54190', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 93997', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Local-gov', ' 24139', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 112497', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 138907', ' HS-grad', ' 9', ' Divorced', ' Priv-house-serv', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 186325', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['23', ' Private', ' 199452', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 126677', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['72', ' Private', ' 107814', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 2329', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 93618', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 353352', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 143058', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 239663', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 167615', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 442274', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 149210', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['55', ' Federal-gov', ' 174533', ' Bachelors', ' 13', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 72', ' ?', ' <=50K']\n", - "['40', ' State-gov', ' 50093', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 270056', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 131991', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 126336', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 341117', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 108505', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 106566', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 74791', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['34', ' Private', ' 24266', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 267967', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' ?', ' 181284', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 102533', ' Some-college', ' 10', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 69757', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 210094', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' State-gov', ' 389147', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 210648', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 94809', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 298717', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 236879', ' Preschool', ' 1', ' Widowed', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['33', ' Private', ' 170148', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 166497', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 247156', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 204052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Self-emp-not-inc', ' 122246', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 180339', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 155574', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 114912', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 193882', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 112269', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Federal-gov', ' 171928', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' Japan', ' <=50K']\n", - "['50', ' Private', ' 95435', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 65', ' Canada', ' <=50K']\n", - "['45', ' Federal-gov', ' 179638', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 125892', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 721712', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 197369', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 353795', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 334679', ' Masters', ' 14', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 42', ' India', ' <=50K']\n", - "['23', ' Private', ' 235853', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 353281', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 203061', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 62932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 118551', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 99184', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 189674', ' Some-college', ' 10', ' Separated', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226883', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 109564', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 66872', ' 12th', ' 8', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 98', ' Dominican-Republic', ' <=50K']\n", - "['35', ' Local-gov', ' 268292', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 139290', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 206541', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 203139', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 294398', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 386864', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['17', ' Private', ' 369909', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 89922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 176008', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 241506', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 174426', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 167497', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 292673', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['51', ' Local-gov', ' 134808', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 95763', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 83622', ' Assoc-acdm', ' 12', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 2597', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 222490', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 29115', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 66638', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 53926', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 43739', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 104359', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 124604', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 114797', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 67320', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 53147', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 13769', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 202872', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 149528', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 132879', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 112362', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 156229', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 131650', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' >50K']\n", - "['30', ' Private', ' 154568', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 36', ' Vietnam', ' >50K']\n", - "['23', ' Private', ' 132300', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 124747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 276559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 70', ' United-States', ' >50K']\n", - "['32', ' Private', ' 106014', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 135134', ' Masters', ' 14', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 86648', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 107231', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 113838', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['76', ' Federal-gov', ' 25319', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 190561', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 150031', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 48343', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 211116', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 226311', ' HS-grad', ' 9', ' Married-AF-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 283743', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 64102', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 234663', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 247880', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 615367', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 163090', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 192225', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 370183', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 242482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 169953', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 144182', ' Preschool', ' 1', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 125933', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 45', ' United-States', ' >50K']\n", - "['26', ' Private', ' 203777', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 210991', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 472580', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 200289', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 19', ' India', ' <=50K']\n", - "['43', ' Private', ' 289669', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 2547', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 110622', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['59', ' State-gov', ' 139616', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 39212', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 51961', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 117849', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 50748', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 170214', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 2179', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 151790', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 168211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' State-gov', ' 117651', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 157131', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 225970', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 177951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 134130', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 191581', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 3273', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 199172', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 262552', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 66434', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 77661', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 230856', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192835', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 181014', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 200445', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 37918', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 111020', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 244665', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Honduras', ' <=50K']\n", - "['52', ' Private', ' 312477', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 243493', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 152023', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 104193', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 114', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 170850', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 137088', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['17', ' Private', ' 340557', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 298225', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 114150', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 194668', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 188246', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['46', ' Federal-gov', ' 330901', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 80165', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 83444', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 85572', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 116632', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 139989', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 135803', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Other', ' Male', ' 0', ' 1579', ' 35', ' India', ' <=50K']\n", - "['56', ' Private', ' 75785', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 248612', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 28572', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 31143', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 216924', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['36', ' Private', ' 549174', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-not-inc', ' 111296', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['25', ' Private', ' 208881', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 243666', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 327164', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' ?', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 131288', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 48', ' United-States', ' >50K']\n", - "['35', ' Private', ' 257416', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 215288', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 58582', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 199378', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 114185', ' Bachelors', ' 13', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['40', ' Private', ' 137421', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Trinadad&Tobago', ' <=50K']\n", - "['27', ' Private', ' 216481', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 196504', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 357870', ' 12th', ' 8', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 256335', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 168191', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' Italy', ' <=50K']\n", - "['40', ' Private', ' 215596', ' Bachelors', ' 13', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 184682', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 171914', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 288229', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' Laos', ' <=50K']\n", - "['30', ' State-gov', ' 144064', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['70', ' ?', ' 54849', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['40', ' Private', ' 141583', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 180985', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 148709', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 174626', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 184801', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' Private', ' 89054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 147284', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 169973', ' Assoc-voc', ' 11', ' Separated', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 222993', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 41099', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 33117', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 162551', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Hong', ' >50K']\n", - "['49', ' Private', ' 122066', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 2603', ' 40', ' Greece', ' <=50K']\n", - "['61', ' ?', ' 42938', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 7', ' United-States', ' >50K']\n", - "['46', ' Private', ' 389843', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['37', ' Private', ' 138940', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 141877', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 172722', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-not-inc', ' 118523', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 227886', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 80743', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['52', ' Private', ' 199688', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 225823', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 176486', ' HS-grad', ' 9', ' Married-spouse-absent', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 175777', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 295010', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 437825', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' Peru', ' <=50K']\n", - "['50', ' Private', ' 270194', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 242089', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-inc', ' 117555', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 146499', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 222405', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 2377', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 216595', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 157991', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 373553', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 194827', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 60331', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 96483', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 211154', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 247750', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 204235', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 197113', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 178341', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 293297', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 35330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' State-gov', ' 202056', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 61898', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 1097453', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['32', ' Private', ' 176992', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 295289', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 298215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 209934', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 164938', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 423222', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 124259', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 232871', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 73199', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 27661', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 461715', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' ?', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 89413', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-not-inc', ' 31826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['40', ' Private', ' 279679', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 221172', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 222020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 181265', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 261056', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 2174', ' 0', ' 60', ' ?', ' <=50K']\n", - "['32', ' Private', ' 204792', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 384508', ' 11th', ' 7', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 1506', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['41', ' Private', ' 288568', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 182714', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['20', ' Private', ' 471452', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 264052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 146659', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 203027', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 218309', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 133625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 45937', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 389850', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 201617', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 114733', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 97778', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 149507', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Private', ' 82622', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 48014', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' France', ' <=50K']\n", - "['61', ' State-gov', ' 162678', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 213842', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 221447', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 426836', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Local-gov', ' 206609', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 50276', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 180497', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 220585', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 202752', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 75993', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 170544', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 115439', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 24384', ' HS-grad', ' 9', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 209067', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 65225', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 27466', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['49', ' Federal-gov', ' 179869', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 442131', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 243283', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 316627', ' 5th-6th', ' 3', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 208862', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Federal-gov', ' 38645', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 141272', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 29324', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 348588', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 124747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 477867', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 218361', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 12', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 156809', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1504', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 267945', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 35724', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 187188', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 155983', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Federal-gov', ' 414994', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 103474', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 211128', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 203445', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 38312', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 65', ' United-States', ' >50K']\n", - "['51', ' Private', ' 178241', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 260761', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['41', ' Local-gov', ' 36924', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 292590', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 461929', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['59', ' Private', ' 189664', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 190577', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 344200', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 337494', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 52634', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 194901', ' Assoc-voc', ' 11', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2444', ' 42', ' United-States', ' >50K']\n", - "['20', ' Private', ' 170091', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 189399', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 205072', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 310290', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 134048', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 91959', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['34', ' Private', ' 153942', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 234096', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 185330', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 163772', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 83800', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 139391', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 478380', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 186845', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 262802', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 152157', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 114483', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 118023', ' Prof-school', ' 15', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 220101', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 219424', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 186117', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 479611', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 80312', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 4865', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 108386', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 125926', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 177102', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 190762', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 180632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 88019', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 135339', ' 12th', ' 8', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' >50K']\n", - "['32', ' Private', ' 100662', ' 9th', ' 5', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['34', ' Private', ' 183557', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 160035', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 306790', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 269246', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 308334', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 19', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 215190', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 419146', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 75', ' Mexico', ' <=50K']\n", - "['62', ' Private', ' 176839', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 184456', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 55', ' United-States', ' >50K']\n", - "['21', ' Local-gov', ' 309348', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 594', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 56795', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' England', ' <=50K']\n", - "['28', ' Private', ' 201861', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 179509', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 291755', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 243941', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 1721', ' 25', ' United-States', ' <=50K']\n", - "['76', ' Self-emp-not-inc', ' 117169', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 100903', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 159322', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 262872', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 187052', ' 11th', ' 7', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 277583', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 169071', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 96190', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 61603', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 43711', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 197883', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 99434', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 177639', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 201723', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 222248', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 86143', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['46', ' ?', ' 228620', ' 11th', ' 7', ' Widowed', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 346034', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['59', ' Private', ' 87510', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 37932', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 185063', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['62', ' ?', ' 125493', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 40', ' Scotland', ' >50K']\n", - "['51', ' Private', ' 159755', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 108837', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 110669', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 220115', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 45427', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 154669', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 261278', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 5178', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['23', ' Private', ' 71864', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 173495', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['22', ' Private', ' 254293', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 111883', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 146429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 472807', ' 1st-4th', ' 2', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 52', ' Mexico', ' <=50K']\n", - "['28', ' Private', ' 285294', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' Black', ' Female', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 184665', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 205852', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 83879', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 178564', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 168796', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 269444', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 47353', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 29254', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 155343', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 234271', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 257849', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 228230', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 227615', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 406826', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 27539', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 97261', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 232022', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 168539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 515797', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 351381', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 161018', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['60', ' Private', ' 26721', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 164123', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 98418', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 29814', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 254613', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['49', ' Private', ' 207677', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-not-inc', ' 217030', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 171199', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 198270', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 131310', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 79923', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 475322', ' Bachelors', ' 13', ' Separated', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 134286', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 73746', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 125525', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 155676', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 304949', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 150516', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['54', ' State-gov', ' 249096', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 164127', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 304779', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 157043', ' 11th', ' 7', ' Widowed', ' Handlers-cleaners', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 396538', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 29', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 510072', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' ?', ' 200017', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 60641', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 89326', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 200471', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' Self-emp-not-inc', ' 82815', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' >50K']\n", - "['24', ' Self-emp-not-inc', ' 117210', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 202206', ' 11th', ' 7', ' Separated', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['51', ' Private', ' 123429', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 353512', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Self-emp-not-inc', ' 26683', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 204641', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 225053', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 98776', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 263932', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 108247', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 369648', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 339324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 96', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 145574', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['53', ' Private', ' 317313', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Local-gov', ' 162919', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 186314', ' Some-college', ' 10', ' Separated', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 254202', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 108140', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 287317', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-inc', ' 81534', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['36', ' Private', ' 35945', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 204928', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 208809', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 133625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 71683', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 570562', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 36876', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 253006', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 50096', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 336880', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' ?', ' 135840', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 168048', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 187969', ' 11th', ' 7', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 117363', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 256526', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 4865', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 304416', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 248011', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 229826', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 159796', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 165346', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 25386', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 491000', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 247731', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['48', ' Private', ' 180532', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 189462', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 419134', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 170166', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 173495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 423024', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 72119', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 2202', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Local-gov', ' 19302', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' England', ' >50K']\n", - "['24', ' State-gov', ' 257621', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 118212', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['27', ' Private', ' 259840', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 115289', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' France', ' >50K']\n", - "['26', ' Local-gov', ' 159662', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 379798', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 227945', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 36999', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['73', ' ?', ' 131982', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 5', ' Vietnam', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 124052', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 273084', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 170104', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 96249', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 140915', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 1590', ' 40', ' South', ' <=50K']\n", - "['52', ' Private', ' 230657', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 3781', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['30', ' Private', ' 195576', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 3325', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 117767', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 112763', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 8614', ' 0', ' 43', ' United-States', ' >50K']\n", - "['61', ' Private', ' 79827', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 103925', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 161744', ' 10th', ' 6', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 106679', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 196514', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' ?', ' 61985', ' 9th', ' 5', ' Separated', ' ?', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 157605', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 137367', ' 11th', ' 7', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 110862', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 74883', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 98642', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 144778', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 177787', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' England', ' <=50K']\n", - "['30', ' ?', ' 103651', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 162108', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 217602', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 473133', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 113301', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' ?', ' <=50K']\n", - "['61', ' Private', ' 80896', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' India', ' >50K']\n", - "['30', ' Local-gov', ' 168387', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 38950', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 107801', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 191277', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 205359', ' Assoc-acdm', ' 12', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 240226', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 203357', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 153064', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 202959', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 105150', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 238474', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 1085515', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 82560', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 55965', ' 7th-8th', ' 4', ' Widowed', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 161087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 261278', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 182187', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 38', ' Jamaica', ' >50K']\n", - "['18', ' Private', ' 138917', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 200198', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 205359', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 250201', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 67153', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' >50K']\n", - "['17', ' Private', ' 244523', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 236599', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 108713', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 177147', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 129246', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 222381', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 145111', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 62258', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 108293', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 167284', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 97789', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 111415', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 374524', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 287244', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 341395', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 278039', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 98360', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 317032', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' State-gov', ' 294395', ' Assoc-voc', ' 11', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 240900', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 32896', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 97411', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' Laos', ' <=50K']\n", - "['19', ' Private', ' 72355', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 342448', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 187702', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 2174', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 303388', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 112291', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 208668', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 28375', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 207277', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' ?', ' 88675', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 47857', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 372500', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['24', ' Private', ' 190968', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 37997', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['42', ' Private', ' 257328', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 127610', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 139324', ' 9th', ' 5', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 164423', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 104501', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 56121', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 296212', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 157640', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 222504', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['34', ' Private', ' 261023', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1651', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 146567', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 116910', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 132601', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 185537', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 500720', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 182108', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 231491', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 239415', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 179262', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['72', ' Without-pay', ' 121004', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 252392', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 163578', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 143266', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Hungary', ' >50K']\n", - "['30', ' Private', ' 285902', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 113094', ' Bachelors', ' 13', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 1092', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 278637', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 174540', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 188729', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 72143', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 328216', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 165815', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Private', ' 317702', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 215323', ' Assoc-voc', ' 11', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 192939', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 156352', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 155066', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 152621', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 298891', ' 11th', ' 7', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Honduras', ' <=50K']\n", - "['30', ' Private', ' 193298', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 150309', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 384308', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 305647', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' ?', ' 182378', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['65', ' Federal-gov', ' 23494', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 2174', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 421633', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 57723', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 307837', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 103540', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 136224', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 231573', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 242804', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 163671', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 287701', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['31', ' Private', ' 187560', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 222504', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 41356', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 59335', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 84756', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 407425', ' 12th', ' 8', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 162424', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 175456', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 52603', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 250630', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 233974', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 376302', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 195638', ' 10th', ' 6', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 225775', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['84', ' Private', ' 388384', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 219021', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 168654', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 180609', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 114746', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 60', ' South', ' <=50K']\n", - "['25', ' Private', ' 178037', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 160045', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 268524', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 174844', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 82488', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 221167', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 48014', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 217226', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 177902', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 39386', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 37394', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 115426', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 114158', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 119101', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 68', ' United-States', ' >50K']\n", - "['28', ' Private', ' 360527', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 225544', ' 12th', ' 8', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 108438', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 230315', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['32', ' Private', ' 158002', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 55', ' Ecuador', ' <=50K']\n", - "['37', ' Private', ' 179468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 99894', ' 5th-6th', ' 3', ' Widowed', ' Priv-house-serv', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 270889', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 42279', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 167380', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 274913', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 35910', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 56', ' United-States', ' >50K']\n", - "['26', ' Private', ' 68001', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 27162', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 286146', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 95462', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 50103', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 511668', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 43', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 189679', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 115064', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 215443', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 174789', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 91999', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 100931', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 119069', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 277488', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 265662', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 114591', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 227594', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 129707', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['61', ' ?', ' 175032', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 133569', ' 1st-4th', ' 2', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['20', ' Local-gov', ' 308654', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 156084', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Federal-gov', ' 380127', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 210781', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 189759', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 258675', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 223367', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 204817', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 409230', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 308077', ' Prof-school', ' 15', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' >50K']\n", - "['60', ' Private', ' 159049', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' Germany', ' >50K']\n", - "['40', ' Private', ' 353142', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 143030', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 304857', ' Masters', ' 14', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 30912', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 125000', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 181363', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 338620', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['32', ' Private', ' 115989', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 111128', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 201273', ' Some-college', ' 10', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-inc', ' 137354', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['29', ' Private', ' 133420', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 192208', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 220001', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 352612', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 169426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 319016', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 119751', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Thailand', ' <=50K']\n", - "['55', ' Private', ' 202220', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 2407', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 99220', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 111275', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 261241', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 261725', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 182013', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 40666', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 216461', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 320376', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 282951', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 166697', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 290856', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 455361', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['51', ' Private', ' 82783', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 56536', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 1055', ' 0', ' 18', ' India', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 109959', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 177927', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 192337', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 236272', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 33610', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 209483', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 247006', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 311913', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' ?', ' 204756', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 300681', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 24264', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 266070', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 226978', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 362165', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 2206', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 341672', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' India', ' <=50K']\n", - "['36', ' Private', ' 179488', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['39', ' Federal-gov', ' 243872', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 259583', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 159822', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' Poland', ' >50K']\n", - "['27', ' Private', ' 219863', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 206947', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 245572', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 38488', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 182504', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 193815', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Italy', ' <=50K']\n", - "['51', ' ?', ' 521665', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 46442', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 60267', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 264357', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 191814', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 107882', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 174575', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 143331', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 126132', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 198619', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 211287', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2392', ' 40', ' United-States', ' >50K']\n", - "['55', ' Federal-gov', ' 238192', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 257780', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 183355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 148429', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 71221', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 236769', ' 7th-8th', ' 4', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 32146', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 347491', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 46', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 180714', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 2179', ' 40', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 188877', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 306747', ' Bachelors', ' 13', ' Divorced', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 478457', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 248990', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 46281', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 148015', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 278115', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 190525', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['34', ' Private', ' 176673', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 202366', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 238415', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 37939', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 35649', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 383493', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 204900', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 20809', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' >50K']\n", - "['34', ' Private', ' 148207', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['21', ' Private', ' 200153', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 169496', ' Masters', ' 14', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' >50K']\n", - "['53', ' Private', ' 22978', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 366898', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['37', ' Private', ' 324947', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 321577', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 241360', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 207564', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 220860', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 336571', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' State-gov', ' 56402', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 180280', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 81282', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 86332', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 27051', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 287647', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 4787', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 183735', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 100800', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 155094', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['67', ' ?', ' 102693', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 1086', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 151053', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 548361', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['33', ' Private', ' 173858', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['27', ' Private', ' 347153', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 319146', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['35', ' Private', ' 197719', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 197114', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' >50K']\n", - "['54', ' Self-emp-not-inc', ' 109418', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 35', ' United-States', ' >50K']\n", - "['56', ' Private', ' 182062', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['21', ' Private', ' 184543', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 175558', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' Germany', ' <=50K']\n", - "['46', ' Private', ' 122026', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 340543', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 101950', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 179508', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 225317', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['59', ' Local-gov', ' 53304', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 282602', ' Assoc-voc', ' 11', ' Separated', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 184016', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 250165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 196467', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 220783', ' 10th', ' 6', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 178780', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['62', ' Private', ' 65868', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 35459', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 98986', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 282092', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 140764', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 33124', ' HS-grad', ' 9', ' Separated', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 90042', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 102986', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Laos', ' >50K']\n", - "['21', ' Private', ' 214387', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 180667', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 278329', ' HS-grad', ' 9', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 184440', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 140462', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 202565', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['62', ' ?', ' 181063', ' 10th', ' 6', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 287268', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 215955', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 82552', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 41745', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 73587', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 263925', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 196119', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 284741', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 293936', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['35', ' Private', ' 340428', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 175891', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 276973', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 161599', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 144064', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 236391', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 224943', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 151294', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 68982', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 241885', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 189461', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 36012', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 85355', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 157595', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 197286', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 362747', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 395297', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 144949', ' Bachelors', ' 13', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 163665', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 141490', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 147889', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 232808', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 70668', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 33315', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 63526', ' 12th', ' 8', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 591711', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['22', ' Private', ' 200318', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 97723', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 109231', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 102889', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 167106', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['35', ' Private', ' 182898', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 197918', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 67386', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 126592', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 49469', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 119929', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 158199', ' 1st-4th', ' 2', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' Portugal', ' <=50K']\n", - "['35', ' Private', ' 341102', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 101524', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 202872', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 195201', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 128272', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 263094', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Self-emp-inc', ' 357596', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 102628', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 171114', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 216414', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 127753', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 282698', ' 7th-8th', ' 4', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 139364', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 312785', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 92864', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 175428', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 104223', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 144784', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 178934', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' Jamaica', ' <=50K']\n", - "['41', ' Private', ' 211253', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 133122', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 103540', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 172700', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 282484', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 323055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' State-gov', ' 291494', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 214702', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 116055', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 2977', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 226696', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' Private', ' 216827', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 153132', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 307440', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' Philippines', ' >50K']\n", - "['27', ' Private', ' 278122', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 122195', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 156890', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 36877', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 131178', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 62396', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 62', ' United-States', ' >50K']\n", - "['33', ' Private', ' 73054', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 96844', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 324922', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 130684', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 178983', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['58', ' Private', ' 81038', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 151967', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 278107', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 183146', ' 12th', ' 8', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 183638', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 247892', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 221480', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 118551', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' ?', ' >50K']\n", - "['21', ' Private', ' 518530', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 193787', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 157466', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 141511', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' ?', ' 158712', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 252253', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 200450', ' 7th-8th', ' 4', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 343789', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 277647', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 291566', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 151382', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 221167', ' Prof-school', ' 15', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 196178', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 302422', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 37379', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 82540', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 182926', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['44', ' Private', ' 159911', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 212781', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 207213', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 200192', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 180096', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 192812', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 105908', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 373366', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3781', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['26', ' State-gov', ' 234190', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 260868', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 109097', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 171393', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['49', ' Private', ' 209146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 289046', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 172281', ' Masters', ' 14', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 73023', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 122626', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 113635', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 257269', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 35', ' United-States', ' >50K']\n", - "['21', ' ?', ' 191806', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 35723', ' HS-grad', ' 9', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 30759', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 105327', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 376058', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 219307', ' 9th', ' 5', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 208067', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 78631', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 210308', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['67', ' Local-gov', ' 190661', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 7896', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 594187', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 228476', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 126613', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 30267', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 216811', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 115763', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 199368', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 159755', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 188335', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 417668', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 141807', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 296317', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 164898', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 452406', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 42696', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 262994', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 167298', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 103529', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 97883', ' Bachelors', ' 13', ' Widowed', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 25236', ' 0', ' 35', ' United-States', ' >50K']\n", - "['49', ' State-gov', ' 269417', ' Doctorate', ' 16', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 2258', ' 50', ' United-States', ' >50K']\n", - "['34', ' Private', ' 199539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['19', ' ?', ' 39460', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['79', ' Federal-gov', ' 62176', ' Doctorate', ' 16', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' >50K']\n", - "['28', ' State-gov', ' 239130', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 151089', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 331611', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 203463', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 151518', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Self-emp-inc', ' 39844', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 299635', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' <=50K']\n", - "['67', ' Private', ' 123393', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 209538', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 238802', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 499197', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 200220', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 114059', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 434430', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 185385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 225156', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 377931', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 48', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 133359', ' Bachelors', ' 13', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['28', ' Private', ' 226891', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['32', ' Private', ' 201988', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 40', ' ?', ' <=50K']\n", - "['40', ' Private', ' 287008', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' Germany', ' >50K']\n", - "['23', ' Private', ' 151910', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 1719', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 231714', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 178510', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 178866', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['31', ' Private', ' 110643', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 55', ' United-States', ' >50K']\n", - "['33', ' Private', ' 148261', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 217902', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 77207', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 377017', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['78', ' Private', ' 184759', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 1797', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 80333', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 265086', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' ?', ' 102058', ' 12th', ' 8', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 333843', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 296478', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 116662', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 353298', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 142424', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 200808', ' 12th', ' 8', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['29', ' Private', ' 119052', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 168981', ' 1st-4th', ' 2', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 151780', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 237065', ' 5th-6th', ' 3', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 2346', ' 0', ' 40', ' ?', ' <=50K']\n", - "['25', ' Private', ' 509866', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 78', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 249385', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 109462', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 2977', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 250034', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 249720', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['72', ' Self-emp-not-inc', ' 258761', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 64048', ' 9th', ' 5', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 44', ' Portugal', ' <=50K']\n", - "['25', ' State-gov', ' 153534', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 193815', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Private', ' 255582', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 204527', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 159938', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 24', ' Italy', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 229341', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 128143', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 175479', ' 5th-6th', ' 3', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['18', ' Private', ' 301814', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 238917', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 205581', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 340341', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 147860', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 121023', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 259496', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 190228', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 48', ' United-States', ' >50K']\n", - "['43', ' Private', ' 180599', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 116358', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 180446', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 264244', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 197988', ' 1st-4th', ' 2', ' Never-married', ' Other-service', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 206599', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 313146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 99212', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 340599', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 62932', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 44861', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 53893', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-inc', ' 152810', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 45', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 128401', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 336951', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Self-emp-not-inc', ' 95445', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 54611', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 315984', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 210313', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 181020', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 120781', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 99999', ' 0', ' 70', ' India', ' >50K']\n", - "['19', ' Private', ' 256979', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 47298', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Private', ' 125461', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 209955', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 182246', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 76860', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['44', ' ?', ' 91949', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 136986', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 35', ' United-States', ' >50K']\n", - "['28', ' Federal-gov', ' 183445', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 70', ' Puerto-Rico', ' <=50K']\n", - "['24', ' Private', ' 130741', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Federal-gov', ' 191878', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 233923', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 48121', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 304302', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 284703', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 401198', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 243357', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 32276', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 110538', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 257310', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 411950', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 392668', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 52498', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 223433', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 87076', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 224854', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 193379', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 98436', ' Masters', ' 14', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' ?', ' 116632', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-inc', ' 210381', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 65', ' United-States', ' >50K']\n", - "['44', ' Private', ' 90688', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 45', ' Laos', ' <=50K']\n", - "['61', ' Private', ' 229744', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['29', ' Private', ' 59732', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 192900', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' State-gov', ' 90046', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['40', ' Private', ' 272960', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['42', ' Self-emp-inc', ' 152071', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Cuba', ' >50K']\n", - "['50', ' Private', ' 301583', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 171964', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 315984', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 241962', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 131591', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 207938', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 53197', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 121023', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 287229', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['22', ' Private', ' 163911', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 191834', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 204734', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 220978', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 365739', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 50103', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 283293', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 194534', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 263338', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 504871', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 348592', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 173944', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 226135', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['32', ' Private', ' 172375', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 127728', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 347025', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 191335', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 247779', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 262664', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 95855', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 74501', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 245317', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 29059', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 2754', ' 25', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 200316', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 198341', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['59', ' Private', ' 100453', ' 7th-8th', ' 4', ' Separated', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 343190', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 55', ' United-States', ' >50K']\n", - "['47', ' Private', ' 235683', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 83237', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['64', ' Private', ' 88470', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 198801', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 168107', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 196193', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['30', ' ?', ' 205418', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 695411', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 139268', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Federal-gov', ' 192771', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 122390', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 48', ' United-States', ' >50K']\n", - "['65', ' Self-emp-inc', ' 184965', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 180837', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 159548', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 110554', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 103474', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 178249', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['21', ' Private', ' 138768', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 321824', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 244803', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['62', ' Local-gov', ' 206063', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 167651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' State-gov', ' 163689', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-not-inc', ' 45546', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 420986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Self-emp-inc', ' 68015', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' >50K']\n", - "['54', ' Private', ' 175594', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 148673', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 206322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 73', ' United-States', ' >50K']\n", - "['39', ' Private', ' 272338', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 105886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 1173', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 312498', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 177675', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 152810', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 319122', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 212304', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 208321', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 240841', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 208978', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 442359', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1092', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 198197', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['46', ' Private', ' 261059', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 72791', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 275395', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 195767', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 462966', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' El-Salvador', ' <=50K']\n", - "['24', ' ?', ' 265434', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 31269', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 246291', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 128378', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 231180', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 206297', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-inc', ' 337050', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 193075', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 169652', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 1669', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 35945', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 141453', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 252231', ' Preschool', ' 1', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['30', ' Private', ' 128016', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 150057', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['25', ' Private', ' 258276', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 188465', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 161007', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 403468', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['53', ' Federal-gov', ' 181677', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 120243', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 157025', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 306908', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 28061', ' 7th-8th', ' 4', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 95540', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 1471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 135001', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 293398', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 185106', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 245790', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 134004', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 205036', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 244495', ' 9th', ' 5', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 159179', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 405155', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 177437', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 402361', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 184553', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 302626', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 99138', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 112731', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['35', ' Private', ' 192923', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 761006', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 125784', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 182344', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 117012', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 30673', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Federal-gov', ' 484669', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 314052', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 38537', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' ?', ' <=50K']\n", - "['27', ' Private', ' 165412', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 198341', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1902', ' 55', ' India', ' >50K']\n", - "['46', ' Private', ' 116635', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 185452', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 118686', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 76939', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 160646', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' State-gov', ' 126754', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['20', ' Private', ' 211049', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 311931', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' El-Salvador', ' <=50K']\n", - "['33', ' Private', ' 283602', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 59', ' Mexico', ' <=50K']\n", - "['18', ' Private', ' 155021', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 100569', ' HS-grad', ' 9', ' Separated', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 380462', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 221943', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 114544', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['30', ' Private', ' 248584', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 227468', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 66173', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 107624', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 70387', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 4386', ' 0', ' 40', ' India', ' >50K']\n", - "['38', ' Private', ' 423616', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['46', ' Private', ' 98637', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Local-gov', ' 216013', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 210926', ' 11th', ' 7', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['60', ' Local-gov', ' 255711', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['23', ' Private', ' 77581', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 152461', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 14344', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 203263', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 261519', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 91189', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['90', ' Federal-gov', ' 195433', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 272471', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 311524', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 151386', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['35', ' Private', ' 187625', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 108933', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 135388', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 169383', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Self-emp-inc', ' 191129', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['51', ' Private', ' 467611', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' Private', ' 373185', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' Mexico', ' <=50K']\n", - "['69', ' Private', ' 130060', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 2387', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 199934', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['71', ' ?', ' 116165', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 14', ' Canada', ' <=50K']\n", - "['28', ' Private', ' 42881', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 174666', ' 10th', ' 6', ' Separated', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 169759', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 95', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 181547', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Columbia', ' <=50K']\n", - "['52', ' Private', ' 95704', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 237432', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['32', ' Private', ' 226267', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['31', ' Private', ' 159979', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 203488', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 403671', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 192323', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 66', ' Yugoslavia', ' <=50K']\n", - "['30', ' Private', ' 167832', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 145166', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 155657', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 116789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 39234', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 124111', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 172828', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['55', ' Private', ' 143372', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 265807', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 218184', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 154087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 440647', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 193952', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['52', ' Private', ' 125932', ' 7th-8th', ' 4', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 284652', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 214635', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 173316', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 65390', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 45054', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 185042', ' 1st-4th', ' 2', ' Separated', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 117381', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 258666', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 179668', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 127277', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Taiwan', ' >50K']\n", - "['26', ' Private', ' 192022', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 99551', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 208899', ' Bachelors', ' 13', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 287658', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' Jamaica', ' <=50K']\n", - "['31', ' Private', ' 196125', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 275051', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 23892', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 376455', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 267989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 30269', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 204235', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Local-gov', ' 209057', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['73', ' Private', ' 349347', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 154033', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1876', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 124680', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 132805', ' 10th', ' 6', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 1980', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 99233', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 224849', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 101110', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 184839', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 302847', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 181322', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 192213', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['28', ' State-gov', ' 37250', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 140854', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 158286', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Private', ' 269095', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Private', ' 279960', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 176239', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 115360', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 337666', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 255276', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['63', ' Private', ' 145212', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 185099', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['42', ' Private', ' 142756', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 156300', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 186266', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 219137', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 110970', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 203067', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 148844', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 154941', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 124111', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 157303', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 113838', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 165737', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 43', ' India', ' >50K']\n", - "['67', ' Private', ' 140849', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 200363', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 180247', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 82578', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' Canada', ' >50K']\n", - "['31', ' Private', ' 227146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['42', ' Self-emp-inc', ' 348886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['65', ' Private', ' 90907', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 142766', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 246439', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 184784', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 195262', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 167967', ' Masters', ' 14', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 145636', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 170099', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 228253', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 205570', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 506830', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 412435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['44', ' Private', ' 163331', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 222756', ' Masters', ' 14', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 318918', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 105188', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Haiti', ' <=50K']\n", - "['23', ' Private', ' 199884', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 96483', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 192203', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['52', ' Private', ' 203392', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 99646', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 167440', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 4508', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 210095', ' 5th-6th', ' 3', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' El-Salvador', ' <=50K']\n", - "['44', ' Private', ' 219591', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 30270', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 226020', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['21', ' Private', ' 314165', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['32', ' Private', ' 330715', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 35448', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 172970', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 189502', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['35', ' Private', ' 61518', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 574005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['24', ' Private', ' 281356', ' 1st-4th', ' 2', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 66', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 138975', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 176969', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 132393', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['44', ' Private', ' 194924', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['40', ' Private', ' 478205', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 128224', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 30118', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 290688', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 85566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 121874', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 29036', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 348152', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 73715', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 151382', ' Assoc-voc', ' 11', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 236359', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 19899', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['19', ' Private', ' 138760', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 354962', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 181363', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 393360', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 210736', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['38', ' Private', ' 110013', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 193304', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 118551', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 201991', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 157446', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 283217', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 247794', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 43712', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['61', ' Private', ' 35649', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 342719', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' >50K']\n", - "['61', ' ?', ' 71467', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 271837', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 400061', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 62972', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 174907', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 176452', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['46', ' Private', ' 268358', ' 11th', ' 7', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 176904', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 176683', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 98077', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 266461', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 312477', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 604045', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 131568', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 97688', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 373628', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 367984', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 193459', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 250733', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 199725', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 156877', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['38', ' Private', ' 122076', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 43', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 216402', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' India', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 42402', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 30', ' United-States', ' >50K']\n", - "['22', ' Private', ' 315974', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 63437', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Ireland', ' <=50K']\n", - "['27', ' Private', ' 160786', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 85374', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 465974', ' 11th', ' 7', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 78529', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' State-gov', ' 98037', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 178390', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 210940', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 64506', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 128378', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 234460', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['29', ' Private', ' 176760', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 59460', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 234428', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 215047', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 140426', ' Doctorate', ' 16', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' Germany', ' >50K']\n", - "['32', ' Private', ' 191777', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 148995', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 229773', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 174461', ' Assoc-acdm', ' 12', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 250647', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['49', ' Local-gov', ' 119904', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 30', ' United-States', ' >50K']\n", - "['27', ' Self-emp-not-inc', ' 151402', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1573', ' 70', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 184556', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 263561', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 177945', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 306889', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 54377', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 144351', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 625', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 95566', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 22', ' Dominican-Republic', ' <=50K']\n", - "['20', ' Private', ' 181675', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 172129', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 350759', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 105592', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 200061', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 200689', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 386726', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 44', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 135567', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 4101', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 282753', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 137367', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 153976', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 96062', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 152933', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 97870', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' Germany', ' <=50K']\n", - "['48', ' Private', ' 254291', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Self-emp-not-inc', ' 101432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 125776', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 165479', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 172307', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['25', ' Private', ' 176729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' Private', ' 174276', ' Some-college', ' 10', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Federal-gov', ' 48102', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 79531', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 306460', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 55284', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 172063', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 141028', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 37274', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 31389', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 415913', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 295591', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['57', ' ?', ' 202903', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 1173', ' 0', ' 45', ' Puerto-Rico', ' <=50K']\n", - "['56', ' Private', ' 159770', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-not-inc', ' 268832', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['42', ' Private', ' 126003', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 225193', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 297735', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['80', ' Self-emp-not-inc', ' 225892', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 1409', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 605502', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 174150', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 165466', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' State-gov', ' 189728', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 360491', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 115040', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 262688', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['70', ' Self-emp-inc', ' 158437', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['55', ' Private', ' 41108', ' Some-college', ' 10', ' Widowed', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 62', ' United-States', ' >50K']\n", - "['25', ' Private', ' 149875', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 131916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['22', ' Private', ' 60668', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 153132', ' Assoc-acdm', ' 12', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 155256', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['54', ' Private', ' 244770', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 312108', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 102828', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 93225', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-inc', ' 231002', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 256992', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 15', ' Mexico', ' <=50K']\n", - "['41', ' Private', ' 118721', ' 12th', ' 8', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 151989', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 109112', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 589809', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 172538', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' State-gov', ' 318982', ' Masters', ' 14', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 204629', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 99894', ' 5th-6th', ' 3', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 369463', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 79324', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 61178', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 204226', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 183110', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 96321', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 167031', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 25', ' Ecuador', ' <=50K']\n", - "['36', ' Private', ' 108997', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 176796', ' Doctorate', ' 16', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 134737', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['33', ' Self-emp-inc', ' 49795', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 131588', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 307643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 351350', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 260761', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' Private', ' 156310', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 2414', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 207789', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-not-inc', ' 252842', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 1797', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 294936', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 196269', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 46402', ' 7th-8th', ' 4', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 267161', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 160456', ' 11th', ' 7', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 123983', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 10', ' Vietnam', ' <=50K']\n", - "['51', ' Private', ' 123053', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 5013', ' 0', ' 40', ' India', ' <=50K']\n", - "['32', ' Private', ' 426467', ' 1st-4th', ' 2', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3674', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['39', ' Private', ' 269323', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Self-emp-not-inc', ' 42857', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 183915', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 211391', ' 10th', ' 6', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['21', ' Local-gov', ' 193130', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 86745', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226525', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 270339', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 343742', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 150975', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 207301', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 135924', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 184277', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['20', ' Private', ' 142233', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 120902', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 37', ' United-States', ' >50K']\n", - "['64', ' Local-gov', ' 158412', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 126161', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 149347', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 322674', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 55390', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 200904', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['45', ' Private', ' 166056', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 116666', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' India', ' >50K']\n", - "['41', ' Private', ' 168324', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 121772', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['45', ' Private', ' 126889', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['20', ' ?', ' 401690', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 117605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['20', ' Federal-gov', ' 410446', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-inc', ' 38472', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 14084', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 335704', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 70261', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 47577', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 117767', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 179641', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 343553', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 328466', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' >50K']\n", - "['46', ' Private', ' 265097', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 414791', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 48055', ' 12th', ' 8', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 341672', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['48', ' Private', ' 266764', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 233571', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 126592', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 70754', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 138852', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 175856', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 193494', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 104334', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Federal-gov', ' 197332', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 205844', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 206459', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 202822', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 14', ' Trinadad&Tobago', ' <=50K']\n", - "['68', ' Without-pay', ' 174695', ' Some-college', ' 10', ' Married-spouse-absent', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 183342', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['49', ' Private', ' 105614', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 329603', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' >50K']\n", - "['41', ' Private', ' 77373', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 65', ' United-States', ' >50K']\n", - "['29', ' Private', ' 207473', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 149161', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['19', ' Private', ' 311974', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['56', ' Private', ' 175127', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 111625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 48895', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 27049', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 108907', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['52', ' Private', ' 94988', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 218343', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 227626', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 272856', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 50', ' England', ' <=50K']\n", - "['39', ' Private', ' 30916', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 276229', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 289106', ' Assoc-acdm', ' 12', ' Separated', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 39100', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 192776', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['61', ' Private', ' 147280', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Private', ' 187770', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 213296', ' Bachelors', ' 13', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 107410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 170272', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 86808', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 149210', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 123411', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 306779', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 487347', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 283945', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 1602', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 375698', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 271753', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 251854', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 264052', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 28451', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['20', ' Private', ' 282604', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 185908', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['51', ' Federal-gov', ' 198186', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 242521', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 337940', ' 5th-6th', ' 3', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 212064', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 129263', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Local-gov', ' 144761', ' HS-grad', ' 9', ' Widowed', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 1668', ' 20', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 109912', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 113324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 187795', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['20', ' Private', ' 173724', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 185129', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 73134', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['45', ' Private', ' 236040', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 74194', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 102130', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 140915', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' Philippines', ' <=50K']\n", - "['69', ' ?', ' 107575', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 2964', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 34364', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 258037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Cuba', ' >50K']\n", - "['18', ' Private', ' 391585', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 233130', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 101345', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 55', ' United-States', ' >50K']\n", - "['23', ' ?', ' 32897', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 248612', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 212465', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 198587', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 2174', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 405913', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Peru', ' >50K']\n", - "['37', ' Private', ' 588003', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 46807', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 210498', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 206951', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Self-emp-not-inc', ' 237466', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['59', ' Private', ' 279636', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' Guatemala', ' <=50K']\n", - "['42', ' Private', ' 29320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 271262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' ?', ' 29361', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 76773', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 109004', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 226902', ' Bachelors', ' 13', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 176552', ' 11th', ' 7', ' Divorced', ' Prof-specialty', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 182303', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Local-gov', ' 296253', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 8614', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 218215', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 165695', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 51271', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 96100', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 82393', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 1590', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 248978', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 254367', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 48', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 200235', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Private', ' 94429', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 87282', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 119793', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 85815', ' HS-grad', ' 9', ' Divorced', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 197764', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 306982', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['61', ' Private', ' 80896', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 197886', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Private', ' 355728', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 121124', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' State-gov', ' 193720', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' >50K']\n", - "['23', ' Private', ' 347292', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 34506', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 326370', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' ?', ' <=50K']\n", - "['22', ' ?', ' 269221', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 63509', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 148254', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['33', ' Private', ' 190511', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 268022', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' ?', ' >50K']\n", - "['18', ' Private', ' 20057', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['52', ' Private', ' 206862', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 189498', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 166320', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 289886', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' Vietnam', ' <=50K']\n", - "['23', ' ?', ' 86337', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 54190', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 147069', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 282023', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-inc', ' 379485', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['81', ' Private', ' 129338', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 99829', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 182254', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 109428', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 351161', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['66', ' ?', ' 210750', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 132716', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 242984', ' Some-college', ' 10', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 101509', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 509629', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 119957', ' Bachelors', ' 13', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 69727', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['36', ' Private', ' 204590', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 213', ' 40', ' United-States', ' <=50K']\n", - "['37', ' ?', ' 50862', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 182907', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 206487', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 168015', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 149396', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 30', ' Haiti', ' <=50K']\n", - "['39', ' Federal-gov', ' 184964', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 398988', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 128777', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 252413', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['33', ' Private', ' 181372', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Private', ' 216851', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['27', ' Private', ' 106935', ' Some-college', ' 10', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 363875', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 287277', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 172342', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 308498', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 122127', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 106437', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 306289', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 201699', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 282062', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 235108', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 339482', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 181820', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 99335', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 367533', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 64960', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 269095', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 58683', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 89508', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 100999', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 34125', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 115057', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 139126', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 104632', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' >50K']\n", - "['40', ' Federal-gov', ' 178866', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['54', ' Private', ' 139850', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 61435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 309230', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 45613', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 272615', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 54318', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 165519', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 48495', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['38', ' Private', ' 143123', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 431426', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 20051', ' 0', ' 4', ' United-States', ' >50K']\n", - "['75', ' Private', ' 256474', ' Masters', ' 14', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 191451', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 99146', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['47', ' Private', ' 235986', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 50', ' Cuba', ' <=50K']\n", - "['34', ' Local-gov', ' 429897', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' >50K']\n", - "['25', ' Private', ' 189897', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 145155', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' State-gov', ' 192257', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 194960', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['44', ' Local-gov', ' 357814', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['27', ' Local-gov', ' 137629', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['42', ' Private', ' 156526', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 189238', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' El-Salvador', ' <=50K']\n", - "['23', ' Private', ' 202989', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['28', ' Private', ' 25684', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 192939', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 138692', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 222249', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 201318', ' 9th', ' 5', ' Married-civ-spouse', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 3411', ' 0', ' 50', ' Columbia', ' <=50K']\n", - "['23', ' ?', ' 190650', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 56004', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 182313', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 138962', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 72', ' ?', ' <=50K']\n", - "['38', ' Private', ' 277248', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Cuba', ' >50K']\n", - "['24', ' Private', ' 125031', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 216414', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 171176', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' ?', ' <=50K']\n", - "['29', ' Private', ' 356133', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 185397', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 308285', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 56651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 154863', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' >50K']\n", - "['46', ' Federal-gov', ' 44706', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['34', ' ?', ' 222548', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 248754', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 104981', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 315065', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 188325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 221661', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 81973', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 169122', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 216734', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 98101', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 292511', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 122971', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 124953', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 123011', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 76417', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 351576', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Federal-gov', ' 33794', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 79923', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 117983', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 186110', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 187589', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' ?', ' 319685', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' >50K']\n", - "['64', ' ?', ' 64101', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 162923', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 288519', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 33798', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 195734', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 2354', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 214120', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 113515', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 261230', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 98515', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 187715', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 214238', ' 7th-8th', ' 4', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Private', ' 123964', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 68991', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 292110', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 198320', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 709798', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['60', ' Private', ' 372838', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 160402', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 98475', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 97136', ' Some-college', ' 10', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 136985', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 187356', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 66', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 107231', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 305874', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 290922', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 248254', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 160808', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 4386', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 247321', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 247651', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 214702', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1974', ' 35', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 75577', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 2580', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 561334', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' ?', ' 224886', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 401134', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 258170', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 141181', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 292370', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['22', ' Private', ' 300871', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 136721', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 140399', ' Some-college', ' 10', ' Never-married', ' ?', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 109133', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 186534', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['25', ' Private', ' 226891', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['33', ' Private', ' 241885', ' Some-college', ' 10', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 97165', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 212918', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 211585', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 178309', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 481987', ' 10th', ' 6', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 215211', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 194901', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 340885', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 190290', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 188569', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 162282', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 287315', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' Self-emp-inc', ' 304212', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 200878', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 256864', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 46401', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 37778', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 191722', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 54', ' United-States', ' >50K']\n", - "['64', ' Self-emp-not-inc', ' 103643', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' >50K']\n", - "['24', ' Private', ' 143766', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 204425', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 156257', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' ?', ' 113185', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 112262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 28031', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 320102', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 334273', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 356015', ' 11th', ' 7', ' Married-spouse-absent', ' Handlers-cleaners', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['47', ' Private', ' 278900', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 142528', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 343014', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 201017', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Scotland', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 81030', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Self-emp-not-inc', ' 34007', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['31', ' Private', ' 29662', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 347446', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 90668', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 190403', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 109015', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 234807', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 157131', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 94081', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['78', ' Private', ' 135566', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 2329', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 103164', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 570002', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 215797', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 289405', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 1602', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 239461', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 101510', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Self-emp-inc', ' 443546', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 141029', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 207202', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['67', ' Without-pay', ' 137192', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 12', ' Philippines', ' <=50K']\n", - "['35', ' Private', ' 222989', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 36325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 73394', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 249046', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 100653', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 1125613', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 101352', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['54', ' Private', ' 340476', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 192711', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 273362', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 100451', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 38', ' United-States', ' >50K']\n", - "['35', ' Private', ' 85399', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 168191', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['27', ' Private', ' 153475', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 196773', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['41', ' Private', ' 180138', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 48347', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 175071', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' ?', ' 129476', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 181772', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 284317', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 237305', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 111321', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 278476', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 39060', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['29', ' Local-gov', ' 205262', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' Ecuador', ' <=50K']\n", - "['48', ' Private', ' 198000', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['25', ' Private', ' 397962', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 178370', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['48', ' Private', ' 121253', ' Bachelors', ' 13', ' Married-spouse-absent', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 2472', ' 70', ' United-States', ' >50K']\n", - "['40', ' Private', ' 56072', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 176756', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 60374', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 165681', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 287037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 55568', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 155509', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 16', ' Trinadad&Tobago', ' <=50K']\n", - "['19', ' Private', ' 201178', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 37250', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1651', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 314149', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 264593', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 159589', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 454915', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 285131', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 150057', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 55390', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 314894', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 184948', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 124483', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' India', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 97986', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 210562', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 233280', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['53', ' Local-gov', ' 164300', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' Dominican-Republic', ' <=50K']\n", - "['26', ' Private', ' 227489', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['25', ' Private', ' 263773', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 96459', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 116608', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 180007', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 305466', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 238917', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['25', ' Private', ' 129784', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 367390', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 235691', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 166425', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 160369', ' 10th', ' 6', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 206298', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 183523', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 217342', ' 10th', ' 6', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 141858', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 213296', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['23', ' Self-emp-inc', ' 201682', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 178312', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 65', ' United-States', ' >50K']\n", - "['30', ' Private', ' 269723', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 200593', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 32616', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 259510', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 271828', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 78104', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 113703', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 187802', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 440706', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 191834', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 149184', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 315998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 159589', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 60313', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 32855', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 142326', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 201965', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 172333', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 206541', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 177828', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 303440', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 89991', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 186009', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 170988', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 180239', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 40', ' ?', ' >50K']\n", - "['50', ' Self-emp-not-inc', ' 213654', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 32316', ' 12th', ' 8', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 150371', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 387871', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 314649', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 240255', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 206339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 230168', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 91', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 171424', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 148581', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 89705', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 248406', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 72594', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 137537', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 225065', ' 5th-6th', ' 3', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 217274', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 69151', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 81107', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['38', ' Private', ' 205852', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 201117', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 397307', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 115422', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 114994', ' Some-college', ' 10', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 39815', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 151584', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 164938', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 179896', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 253841', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 177955', ' 5th-6th', ' 3', ' Never-married', ' Priv-house-serv', ' Other-relative', ' White', ' Female', ' 2176', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['66', ' Private', ' 113323', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 320305', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 229287', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 100790', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 331419', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 4787', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 171419', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' South', ' <=50K']\n", - "['60', ' Private', ' 202226', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['54', ' Private', ' 308087', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 18', ' United-States', ' >50K']\n", - "['46', ' Private', ' 220124', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 31703', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 153908', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 180599', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' ?', ' 252046', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 160062', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 148443', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 91733', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 176634', ' Assoc-acdm', ' 12', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 74949', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 165484', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['24', ' Private', ' 44738', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 130040', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 234537', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 179016', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 335421', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 312678', ' Masters', ' 14', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 313786', ' HS-grad', ' 9', ' Divorced', ' ?', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 198751', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['63', ' Private', ' 131519', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 285060', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' State-gov', ' 189765', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 130905', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 146325', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['33', ' Private', ' 102821', ' 12th', ' 8', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 137876', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 388998', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 46', ' United-States', ' >50K']\n", - "['29', ' Private', ' 82910', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 309122', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 532845', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['46', ' Private', ' 195833', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['67', ' ?', ' 98882', ' Masters', ' 14', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 133515', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' France', ' <=50K']\n", - "['23', ' Private', ' 55215', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-inc', ' 176357', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 185836', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Self-emp-not-inc', ' 54152', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 212437', ' Some-college', ' 10', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 224566', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 200040', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 41526', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' Canada', ' <=50K']\n", - "['27', ' Private', ' 89598', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 323811', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 30824', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Federal-gov', ' 181096', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 217953', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 222635', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 121942', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 346871', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 4787', ' 0', ' 46', ' United-States', ' >50K']\n", - "['31', ' Private', ' 184889', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Federal-gov', ' 101709', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 15', ' Philippines', ' <=50K']\n", - "['20', ' Private', ' 125010', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 53135', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 498328', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 604380', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 174327', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 357283', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Federal-gov', ' 280728', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 185039', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 12', ' United-States', ' >50K']\n", - "['50', ' Self-emp-inc', ' 251240', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 143046', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Greece', ' <=50K']\n", - "['32', ' Private', ' 210541', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 172364', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 138611', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['50', ' Private', ' 176227', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['35', ' Private', ' 139647', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 174461', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['73', ' ?', ' 123345', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 164427', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 205235', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Self-emp-inc', ' 192779', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Private', ' 163434', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 264055', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 336215', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 78307', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Federal-gov', ' 233059', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 91433', ' 10th', ' 6', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 157525', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 86065', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 22831', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 180181', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 212617', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 66', ' Ecuador', ' <=50K']\n", - "['22', ' ?', ' 125905', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 336793', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 314649', ' HS-grad', ' 9', ' Married-spouse-absent', ' Handlers-cleaners', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['22', ' Private', ' 283969', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 35595', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 410240', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 178120', ' 5th-6th', ' 3', ' Divorced', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 294400', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 65353', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 3325', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 189719', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 23438', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 178037', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 109815', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 197860', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 271933', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 141663', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 199609', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 92215', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 93449', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Japan', ' <=50K']\n", - "['29', ' Private', ' 235393', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 151864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 189277', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' ?', ' 204577', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' Black', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['42', ' Private', ' 344572', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 265356', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 166880', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 188650', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['69', ' Private', ' 213249', ' Assoc-voc', ' 11', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 112627', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 125120', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 60409', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 243190', ' Assoc-acdm', ' 12', ' Separated', ' Craft-repair', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 583755', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 68089', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 306646', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 186573', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 279580', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 437909', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 420691', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['33', ' Federal-gov', ' 94193', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 154076', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 145879', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 208946', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 231826', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['30', ' Private', ' 178587', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 213208', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 38', ' Jamaica', ' <=50K']\n", - "['35', ' ?', ' 139770', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['27', ' Private', ' 153869', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 88676', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 151089', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 138621', ' Assoc-voc', ' 11', ' Separated', ' Priv-house-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 30457', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['75', ' Self-emp-not-inc', ' 213349', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 192776', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 192884', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 103024', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['41', ' Federal-gov', ' 510072', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 178615', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 249956', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 177705', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 121124', ' Prof-school', ' 15', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' ?', ' 25837', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 557349', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Yugoslavia', ' <=50K']\n", - "['30', ' Private', ' 89735', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 1504', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 222548', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 47314', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' ?', ' >50K']\n", - "['61', ' Private', ' 316359', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 200089', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' England', ' <=50K']\n", - "['56', ' Private', ' 271795', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 31801', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 196508', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 189933', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 501172', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 419', ' 20', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 361497', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 150175', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 155106', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 62272', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 189916', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 324011', ' 9th', ' 5', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 105803', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['67', ' ?', ' 53588', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 107998', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 340567', ' 1st-4th', ' 2', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' Mexico', ' <=50K']\n", - "['39', ' Private', ' 167777', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 228860', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['45', ' Self-emp-inc', ' 40666', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 277488', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 195897', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 242984', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 236497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 312634', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 59829', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' France', ' <=50K']\n", - "['30', ' Private', ' 24292', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 180407', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' Germany', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 121238', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 281982', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 348739', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 194189', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 329130', ' 11th', ' 7', ' Separated', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 205939', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 2202', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 62165', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 224361', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 34722', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 175972', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 359428', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 138504', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 268952', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 257978', ' Assoc-voc', ' 11', ' Widowed', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 118799', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 78356', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 609789', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 123157', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 84197', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 162312', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 70', ' South', ' <=50K']\n", - "['36', ' Private', ' 138441', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 239753', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 2057', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 262158', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 133373', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 57916', ' HS-grad', ' 9', ' Separated', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' State-gov', ' 142897', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 161016', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 227491', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 306790', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 33831', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 188972', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 313546', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 220585', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 476599', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 163665', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 306646', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['41', ' Private', ' 206470', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['34', ' Private', ' 169583', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 127085', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 152044', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 111387', ' 10th', ' 6', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 102318', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 213692', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 163665', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 30529', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 290226', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 182136', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 73266', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 60412', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 187891', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 194304', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 160910', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 148300', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 165743', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 123174', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 37', ' ?', ' >50K']\n", - "['43', ' Private', ' 184018', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 188069', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['51', ' Private', ' 138852', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' El-Salvador', ' >50K']\n", - "['29', ' ?', ' 78529', ' 10th', ' 6', ' Separated', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 164441', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 199419', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 181342', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 173382', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 184924', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 215384', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 424094', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Federal-gov', ' 212120', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 185764', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 133969', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 32616', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 149210', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 161210', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 285621', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 282069', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 97508', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 356823', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 171133', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 231638', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 191342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' >50K']\n", - "['50', ' Private', ' 226497', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 373606', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['30', ' Private', ' 39150', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 288840', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 293703', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['42', ' Private', ' 79586', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-not-inc', ' 82098', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 245372', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 78261', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 355996', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 218490', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Private', ' 110908', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 34218', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 248895', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 363707', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 272411', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 128033', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 177287', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 197344', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 285858', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Self-emp-inc', ' 193868', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 232082', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 27408', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 247043', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 162404', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' Black', ' Male', ' 2174', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 236341', ' 5th-6th', ' 3', ' Widowed', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['66', ' Local-gov', ' 179285', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3432', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 30433', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 102771', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 221172', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 108116', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['26', ' Private', ' 375499', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 178688', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 276709', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 238087', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 84790', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' State-gov', ' 37482', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 178686', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['35', ' ?', ' 153926', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 110748', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 116613', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 108687', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 365739', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 195284', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['38', ' Private', ' 125933', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['37', ' Private', ' 140854', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['81', ' Self-emp-not-inc', ' 193237', ' 1st-4th', ' 2', ' Widowed', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 45', ' Mexico', ' <=50K']\n", - "['41', ' Private', ' 46870', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 351324', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 189265', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 236564', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 557644', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 374454', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 160654', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 122775', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 214413', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 6497', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 329425', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 178312', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 241951', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 130143', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 114580', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 2415', ' 55', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 130126', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['60', ' Private', ' 399387', ' 7th-8th', ' 4', ' Separated', ' Priv-house-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 163814', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 69586', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 237903', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 219897', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' Canada', ' <=50K']\n", - "['31', ' Private', ' 243165', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 173806', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 65308', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 408531', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 235786', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['37', ' Private', ' 314963', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 81206', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 293196', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 95329', ' Masters', ' 14', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 45474', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 372728', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 24', ' Jamaica', ' <=50K']\n", - "['29', ' Federal-gov', ' 116394', ' Bachelors', ' 13', ' Married-AF-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Self-emp-not-inc', ' 34180', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['55', ' Private', ' 327589', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 706180', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 32550', ' 10th', ' 6', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 173858', ' Prof-school', ' 15', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 230095', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 139012', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 2463', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['62', ' Private', ' 174711', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 171150', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['30', ' Self-emp-inc', ' 77689', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 193898', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 195000', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 303121', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 188540', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 158656', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 204196', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 183802', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 148995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 190903', ' 11th', ' 7', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' State-gov', ' 173780', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 251239', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['45', ' Private', ' 112761', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' State-gov', ' 425785', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 197731', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 119156', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 133819', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 185556', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' >50K']\n", - "['50', ' Private', ' 109277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 36020', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['45', ' Private', ' 45857', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 184882', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 342834', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 234743', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 106179', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1408', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 177895', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 257876', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 86067', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Private', ' 66634', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 138441', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 279802', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 407138', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2936', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['58', ' Private', ' 31732', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 204172', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 100593', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['33', ' Local-gov', ' 162623', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 80933', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 47425', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 107812', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Self-emp-inc', ' 104443', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 117496', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 1755', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 209691', ' 7th-8th', ' 4', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 314525', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190772', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 199298', ' 5th-6th', ' 3', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['49', ' Private', ' 187370', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 216129', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['46', ' Federal-gov', ' 219293', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['17', ' Private', ' 136363', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 233799', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 207611', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 178344', ' Assoc-voc', ' 11', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Self-emp-inc', ' 187652', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 78', ' United-States', ' >50K']\n", - "['23', ' Private', ' 188545', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 1974', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 58124', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 321733', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 206253', ' 9th', ' 5', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' ?', ' 152140', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 76281', ' Bachelors', ' 13', ' Married-spouse-absent', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 606752', ' Masters', ' 14', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 29933', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 114158', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 3325', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 227203', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 65624', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['37', ' Private', ' 34146', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 34378', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 141490', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 199227', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 224954', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 231357', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-inc', ' 113530', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 22245', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 36383', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' >50K']\n", - "['35', ' Private', ' 320305', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 201657', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 48935', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 101455', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 243960', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 90915', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 315287', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 106255', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 215895', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' >50K']\n", - "['33', ' Self-emp-not-inc', ' 170979', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 210525', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 195488', ' HS-grad', ' 9', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['18', ' Private', ' 152246', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 187794', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Private', ' 110396', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 56', ' United-States', ' >50K']\n", - "['81', ' ?', ' 89391', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' >50K']\n", - "['43', ' State-gov', ' 254817', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 41777', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 234841', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 79586', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' <=50K']\n", - "['40', ' Private', ' 115331', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 63564', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 132053', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 1721', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 370502', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' Mexico', ' <=50K']\n", - "['33', ' Private', ' 59083', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 69413', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 32981', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 176683', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 144116', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 209213', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['33', ' State-gov', ' 150657', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 124793', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 22211', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 270565', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 38251', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['66', ' State-gov', ' 162945', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 20051', ' 0', ' 55', ' United-States', ' >50K']\n", - "['52', ' Private', ' 195638', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 118806', ' 1st-4th', ' 2', ' Widowed', ' Craft-repair', ' Other-relative', ' White', ' Female', ' 0', ' 1602', ' 45', ' Columbia', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 44006', ' Assoc-voc', ' 11', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 119679', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 42', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 333953', ' 12th', ' 8', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 172111', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 32372', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 117525', ' Assoc-acdm', ' 12', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 1', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 123681', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 317360', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 119832', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 135056', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' State-gov', ' 135162', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 194004', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 177633', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Local-gov', ' 212864', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 3908', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 30509', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 118712', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 199018', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 151799', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 181280', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 232024', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 226267', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['38', ' Private', ' 240467', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 154374', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' State-gov', ' 231473', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 158813', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 346478', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 45', ' United-States', ' >50K']\n", - "['54', ' Private', ' 215990', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 177154', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 238188', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 96', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 156800', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 130620', ' Assoc-acdm', ' 12', ' Married-spouse-absent', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['50', ' Private', ' 175339', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 37937', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['48', ' Federal-gov', ' 166634', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 221167', ' Bachelors', ' 13', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 179641', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 213195', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 157747', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 227840', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 169104', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['44', ' Private', ' 186916', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 37646', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 157028', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['37', ' Private', ' 188774', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 2824', ' 40', ' United-States', ' >50K']\n", - "['64', ' ?', ' 146272', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 182656', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 200471', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 358465', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 78602', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 213416', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Local-gov', ' 345911', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 119522', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 126320', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 235271', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 141745', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 359461', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 109351', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 45', ' United-States', ' >50K']\n", - "['62', ' Private', ' 148113', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 75478', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 100375', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' ?', ' 28455', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 231413', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 119421', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 206998', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 183810', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 187053', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 155781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' ?', ' 193895', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 48520', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Self-emp-inc', ' 170125', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 107584', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 196742', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' ?', ' 244214', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Local-gov', ' 127921', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 42617', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 191389', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 187983', ' Prof-school', ' 15', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 215110', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 230292', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 90159', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['40', ' Private', ' 175398', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 53366', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 46155', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 61708', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 112650', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 173682', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['28', ' Private', ' 160981', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 72257', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 182332', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 48788', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 5455', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 417668', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 107458', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Private', ' 147551', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2174', ' 50', ' United-States', ' >50K']\n", - "['43', ' Self-emp-inc', ' 33729', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['45', ' Private', ' 101977', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 374716', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 214378', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 111243', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 252947', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 118500', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 195612', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 174575', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 190391', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 166715', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 142725', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 73471', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 47', ' United-States', ' >50K']\n", - "['51', ' Private', ' 241745', ' 5th-6th', ' 3', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['35', ' Private', ' 316141', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 7443', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 248595', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['52', ' Private', ' 90189', ' 7th-8th', ' 4', ' Divorced', ' Priv-house-serv', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 205195', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 148940', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 298035', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 154728', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 166809', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' State-gov', ' 97136', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 347623', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 117917', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 266860', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 71864', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 158451', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' >50K']\n", - "['24', ' Private', ' 229826', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 121788', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 151365', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 360884', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 36480', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 116666', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['63', ' Local-gov', ' 214143', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['18', ' Private', ' 45316', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 311974', ' 1st-4th', ' 2', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 48495', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 115945', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 170846', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 142922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['71', ' ?', ' 181301', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 286675', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 233168', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['30', ' Private', ' 177304', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 336984', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 379412', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 180778', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 141876', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['22', ' Private', ' 228306', ' Some-college', ' 10', ' Married-AF-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 329993', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 247469', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['51', ' Private', ' 673764', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 155775', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 81223', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 236021', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 103371', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 199480', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 152657', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Federal-gov', ' 460214', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 91039', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['41', ' Private', ' 197372', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['64', ' ?', ' 267198', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['30', ' State-gov', ' 111883', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 66917', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['19', ' Private', ' 292583', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 391679', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 475324', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 218164', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 101534', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 15', ' United-States', ' >50K']\n", - "['38', ' Federal-gov', ' 65706', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 156606', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 200967', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 164493', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 547886', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 232145', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 96421', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['33', ' Private', ' 554206', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['50', ' Local-gov', ' 234143', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 380544', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 103886', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 54709', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 276548', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 176046', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 2267', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 114605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 323713', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 261382', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 223548', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' Mexico', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 355978', ' Doctorate', ' 16', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2002', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 107218', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 31717', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 328947', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 148431', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 121602', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 244087', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 83425', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 157308', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' Asian-Pac-Islander', ' Female', ' 2829', ' 0', ' 14', ' Philippines', ' <=50K']\n", - "['23', ' Private', ' 57898', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' State-gov', ' 175304', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 102663', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 99175', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 208358', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['69', ' Private', ' 361561', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 215115', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 207066', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['37', ' Federal-gov', ' 160910', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 64879', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 430035', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' Mexico', ' <=50K']\n", - "['37', ' State-gov', ' 74163', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 98389', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 386019', ' 9th', ' 5', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 112795', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 332465', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 38611', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 368797', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 24106', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' ?', ' 108683', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 241998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 312446', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 69333', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 172538', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 275884', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 43479', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 199864', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 2057', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 235197', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 170376', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' Private', ' 325179', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 351195', ' 9th', ' 5', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 1719', ' 35', ' El-Salvador', ' <=50K']\n", - "['33', ' Private', ' 141841', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 207817', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' Columbia', ' <=50K']\n", - "['20', ' Private', ' 137974', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 161325', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 293623', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['20', ' Private', ' 37783', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 308027', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 149218', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 77', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 374450', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 61885', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' >50K']\n", - "['27', ' State-gov', ' 291196', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 45366', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['20', ' Private', ' 203027', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-inc', ' 223752', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' ?', ' >50K']\n", - "['17', ' Private', ' 132680', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 10', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 155574', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' State-gov', ' 193565', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 123598', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 456236', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 163229', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 419740', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 118853', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 99', ' United-States', ' >50K']\n", - "['33', ' Private', ' 31449', ' Assoc-acdm', ' 12', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 204163', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 177629', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 186370', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 188307', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 55481', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' Nicaragua', ' <=50K']\n", - "['48', ' Private', ' 119471', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 56', ' Philippines', ' >50K']\n", - "['61', ' Local-gov', ' 167347', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 184378', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 348960', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Local-gov', ' 69640', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 297457', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 279593', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 211968', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 194561', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 140414', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 24763', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 462832', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' Trinadad&Tobago', ' <=50K']\n", - "['36', ' Private', ' 48972', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 35032', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 228583', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['51', ' Private', ' 392668', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 84', ' United-States', ' >50K']\n", - "['35', ' Private', ' 108140', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' State-gov', ' 112497', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['47', ' Federal-gov', ' 142581', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 147982', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 440129', ' Some-college', ' 10', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 200734', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' Trinadad&Tobago', ' <=50K']\n", - "['49', ' Private', ' 31807', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 166153', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 212954', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 52291', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['70', ' Self-emp-not-inc', ' 303588', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 96176', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 184632', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 137618', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 160029', ' 11th', ' 7', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 178780', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' >50K']\n", - "['19', ' Private', ' 39756', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 35309', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 117253', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 303212', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 214542', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' Canada', ' <=50K']\n", - "['31', ' Private', ' 342019', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 126668', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 401508', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 25005', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 99', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 85708', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 115677', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 144259', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 197583', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 142766', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 132626', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 6', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 185621', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 29887', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 117381', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 211482', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Federal-gov', ' 90653', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 1380', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 209535', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 187873', ' Masters', ' 14', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 174732', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 297847', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 2001', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 110213', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 162601', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 108438', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 132222', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 174394', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['71', ' Self-emp-not-inc', ' 322789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 72436', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' >50K']\n", - "['27', ' ?', ' 60726', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190273', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 393376', ' 11th', ' 7', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 140571', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 584790', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 197666', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' Greece', ' <=50K']\n", - "['36', ' Private', ' 245090', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 50', ' El-Salvador', ' <=50K']\n", - "['42', ' Private', ' 192569', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 158291', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 113915', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['38', ' Local-gov', ' 287658', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['22', ' Private', ' 192455', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 317040', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 54', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 218689', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['17', ' Private', ' 116626', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 18', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 48458', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 241469', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2635', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 167990', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 261929', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 425804', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['36', ' Private', ' 33394', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 35', ' United-States', ' >50K']\n", - "['58', ' Private', ' 72812', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 89040', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 164518', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 182740', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 361875', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 197130', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 340335', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 293984', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' State-gov', ' 261584', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['21', ' Private', ' 170302', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 481987', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' >50K']\n", - "['26', ' Private', ' 88449', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['68', ' Self-emp-not-inc', ' 261897', ' 10th', ' 6', ' Widowed', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 250552', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['65', ' Private', ' 88513', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 168293', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 283921', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 407043', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 63745', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 49893', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Private', ' 241962', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 338416', ' 10th', ' 6', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 212888', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 310320', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['55', ' Private', ' 359972', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 64643', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['56', ' Private', ' 125000', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 286675', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 165532', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 349986', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 213140', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['41', ' Federal-gov', ' 219155', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' India', ' >50K']\n", - "['33', ' Private', ' 183612', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 391114', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 219632', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 320124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 799281', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 657397', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['31', ' State-gov', ' 373432', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['51', ' Private', ' 168660', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 191149', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 356824', ' HS-grad', ' 9', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 191782', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Self-emp-not-inc', ' 29859', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['52', ' Private', ' 204226', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 246862', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 496526', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 426431', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 84154', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 45937', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 130021', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 63021', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 367306', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 65624', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 144928', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 117747', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['18', ' Private', ' 266681', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 152035', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 190023', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['43', ' Private', ' 233130', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 149637', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['62', ' Federal-gov', ' 224277', ' Some-college', ' 10', ' Widowed', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 121559', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 230951', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 345285', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 28367', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 320744', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 243773', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 151474', ' 9th', ' 5', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 135465', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 210781', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Local-gov', ' 359001', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 119471', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' India', ' >50K']\n", - "['30', ' Private', ' 226396', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 283122', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 326400', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 169186', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 158752', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 208406', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 96741', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 255191', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 177733', ' 9th', ' 5', ' Separated', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Dominican-Republic', ' <=50K']\n", - "['54', ' State-gov', ' 137815', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 187203', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 168515', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 122672', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 195199', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['69', ' Local-gov', ' 179813', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 178623', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 46', ' Trinadad&Tobago', ' <=50K']\n", - "['50', ' Private', ' 41890', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 373050', ' 12th', ' 8', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['45', ' Private', ' 80430', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 198613', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 330571', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 209205', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 132243', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 237670', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 193586', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 197353', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 74538', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 89718', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 93169', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 292915', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1825', ' 12', ' United-States', ' >50K']\n", - "['43', ' Private', ' 328570', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 312157', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 193459', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 236804', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 126223', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 172281', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['64', ' Private', ' 153894', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['35', ' Private', ' 331395', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['69', ' Self-emp-not-inc', ' 92472', ' 10th', ' 6', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 3273', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 318647', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['20', ' Private', ' 332931', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-inc', ' 76212', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 301168', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['22', ' Private', ' 440969', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 154950', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 218343', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 239577', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 247936', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 2', ' Taiwan', ' <=50K']\n", - "['62', ' Local-gov', ' 203525', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 182342', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 25649', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 243569', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 187870', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 90', ' United-States', ' >50K']\n", - "['20', ' ?', ' 289116', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 487330', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 34019', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 250541', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['21', ' Self-emp-not-inc', ' 318987', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 140558', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 303455', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 4787', ' 0', ' 60', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 76855', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 308764', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 339905', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 227856', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Private', ' 156430', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' ?', ' 98265', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 116640', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3471', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 187167', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 184078', ' 12th', ' 8', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 108140', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 150533', ' Some-college', ' 10', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1876', ' 55', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 313702', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 39803', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 1719', ' 36', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 252752', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 111700', ' Some-college', ' 10', ' Divorced', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['45', ' Private', ' 361842', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 231438', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 178469', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' ?', ' <=50K']\n", - "['64', ' Local-gov', ' 116620', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 112212', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 109101', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['58', ' Federal-gov', ' 72998', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 14084', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 147265', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' State-gov', ' 314645', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 444554', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 129629', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 106761', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['18', ' Private', ' 189924', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 311194', ' 11th', ' 7', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 89737', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 49298', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 190333', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['18', ' Private', ' 251923', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 298445', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 180284', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 154342', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['56', ' State-gov', ' 68658', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['64', ' Private', ' 203783', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 250037', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 158688', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 214781', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['60', ' Federal-gov', ' 404023', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' State-gov', ' 109015', ' 12th', ' 8', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 194630', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 239375', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 35576', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 50', ' United-States', ' >50K']\n", - "['39', ' Federal-gov', ' 363630', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 52', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 182926', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 117222', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 110643', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-not-inc', ' 170217', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 193285', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 161075', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 322691', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 229431', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 11', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 106282', ' 9th', ' 5', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 105694', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 199883', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 100800', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 256278', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Handlers-cleaners', ' Other-relative', ' Other', ' Female', ' 0', ' 0', ' 30', ' El-Salvador', ' <=50K']\n", - "['32', ' Private', ' 156464', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 129525', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['18', ' Private', ' 285013', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 248911', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['33', ' ?', ' 369386', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 219902', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 375482', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' England', ' <=50K']\n", - "['25', ' Private', ' 169124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 183000', ' Prof-school', ' 15', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 28053', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 242984', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['66', ' State-gov', ' 132055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1825', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 212894', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' <=50K']\n", - "['62', ' Private', ' 223975', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 357788', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 406811', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['24', ' Private', ' 154422', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['47', ' Private', ' 140644', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 355477', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 151773', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 341548', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 512771', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 141580', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 48988', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 201022', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 82777', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 152676', ' 7th-8th', ' 4', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' Puerto-Rico', ' <=50K']\n", - "['18', ' Private', ' 115815', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 168009', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['28', ' Private', ' 213152', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['55', ' Private', ' 89690', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 126868', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 95128', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 185567', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 301408', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 22', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 216256', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 182541', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 172855', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 68684', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 364832', ' 7th-8th', ' 4', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 264300', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 349910', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 276218', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 251196', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 196898', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 58343', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Self-emp-inc', ' 101061', ' 11th', ' 7', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 415051', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 174043', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 129460', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' Ecuador', ' <=50K']\n", - "['21', ' State-gov', ' 110946', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 313873', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 81132', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['56', ' Federal-gov', ' 255386', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['21', ' Private', ' 191497', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 128617', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 368949', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['28', ' Local-gov', ' 263600', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 257277', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 339442', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 289442', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 162667', ' 11th', ' 7', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['18', ' Local-gov', ' 466325', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 142169', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 252079', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' State-gov', ' 119628', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Hong', ' <=50K']\n", - "['50', ' Private', ' 175804', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 70720', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 78', ' United-States', ' <=50K']\n", - "['50', ' State-gov', ' 201513', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 257609', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 124692', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 268525', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 250630', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 180277', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Hungary', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 191342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' South', ' <=50K']\n", - "['29', ' Private', ' 250967', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 48', ' United-States', ' >50K']\n", - "['46', ' Private', ' 153254', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 362600', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 171933', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 211408', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 48193', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 22463', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 440969', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' State-gov', ' 164922', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 134524', ' Assoc-voc', ' 11', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 176689', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 220993', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 512828', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 422275', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['37', ' Local-gov', ' 65291', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 197080', ' 12th', ' 8', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 9386', ' 0', ' 60', ' United-States', ' >50K']\n", - "['49', ' Federal-gov', ' 181657', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 190257', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' >50K']\n", - "['21', ' Private', ' 238068', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 337046', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 187248', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 250037', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' ?', ' <=50K']\n", - "['46', ' Private', ' 285750', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 4064', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 260617', ' 10th', ' 6', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 216999', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 531055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 48', ' United-States', ' >50K']\n", - "['42', ' State-gov', ' 121265', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 184466', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['45', ' Private', ' 297676', ' Assoc-acdm', ' 12', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['52', ' Private', ' 114228', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 121144', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 26842', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 113054', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 256636', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 152246', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 108140', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' ?', ' 203353', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 207207', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 115420', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 80058', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 48520', ' Assoc-acdm', ' 12', ' Never-married', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 411652', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['46', ' Private', ' 154405', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 104917', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' State-gov', ' 261422', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 48915', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['61', ' Private', ' 172037', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 144833', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 275116', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 72886', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['61', ' Private', ' 103575', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 200783', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 152810', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' Germany', ' <=50K']\n", - "['37', ' Local-gov', ' 44694', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['17', ' ?', ' 48703', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 91905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 168906', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' State-gov', ' 147215', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['28', ' Private', ' 153546', ' 11th', ' 7', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 35595', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 225507', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 345504', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 137205', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 327779', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 213416', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' Mexico', ' <=50K']\n", - "['45', ' Private', ' 362883', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 131309', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 188331', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['34', ' Federal-gov', ' 194740', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 43711', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 187033', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 233923', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 84278', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['24', ' Private', ' 437666', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 2885', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 186386', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 129767', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1721', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 180284', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 108320', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 4101', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Self-emp-inc', ' 75214', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['42', ' Private', ' 284758', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 188330', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 333651', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 70', ' United-States', ' >50K']\n", - "['29', ' Local-gov', ' 115305', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 172962', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1340', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 198096', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 163265', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Federal-gov', ' 128608', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 107460', ' HS-grad', ' 9', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 251841', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 403671', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['58', ' Private', ' 159378', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 170070', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 192323', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 135796', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 232985', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 34532', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' Jamaica', ' <=50K']\n", - "['17', ' ?', ' 371316', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 236994', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 208366', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' State-gov', ' 102640', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 111377', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 472166', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' ?', ' 86551', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 70943', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 294919', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 408383', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 255454', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 193260', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['29', ' ?', ' 191935', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 125461', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 97005', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 183319', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 167049', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 185216', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 161838', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 57', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 165848', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 138816', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 99761', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 112139', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 129020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 365465', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 259873', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['35', ' Self-emp-inc', ' 89622', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['29', ' State-gov', ' 201556', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 176286', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 192894', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 172232', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 163204', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 265737', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 1887', ' 60', ' Cuba', ' >50K']\n", - "['44', ' Private', ' 215304', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 185952', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 216845', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 35683', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 371305', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 102359', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 200089', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' Guatemala', ' <=50K']\n", - "['47', ' State-gov', ' 207120', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['46', ' Private', ' 295334', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['34', ' Private', ' 234537', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 142922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' State-gov', ' 181641', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 185325', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 167336', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 379778', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 176117', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 100228', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 150296', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 25005', ' Masters', ' 14', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 134120', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Self-emp-not-inc', ' 251710', ' 10th', ' 6', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1721', ' 15', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 653574', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 33', ' El-Salvador', ' <=50K']\n", - "['38', ' Private', ' 175441', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 333119', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 89154', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' El-Salvador', ' <=50K']\n", - "['60', ' Private', ' 198727', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 87284', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 180686', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['23', ' Private', ' 227070', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' El-Salvador', ' <=50K']\n", - "['57', ' Local-gov', ' 189824', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 348986', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 96185', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 112693', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 417605', ' 5th-6th', ' 3', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 140300', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 340408', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 187539', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 237051', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 175622', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 389725', ' 12th', ' 8', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 182812', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 245372', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 93886', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 46', ' United-States', ' >50K']\n", - "['21', ' Private', ' 502837', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['27', ' State-gov', ' 212232', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Private', ' 300104', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' >50K']\n", - "['22', ' Private', ' 156933', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 286734', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 143482', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['38', ' Private', ' 226357', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 104892', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 223194', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 1485', ' 40', ' Haiti', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 272090', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 204816', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 230039', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 242619', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 131982', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' South', ' <=50K']\n", - "['33', ' Private', ' 87310', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 134566', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 163862', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 239409', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 203717', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 172274', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 3004', ' 35', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 65278', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-inc', ' 135289', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 246974', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 180060', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Yugoslavia', ' <=50K']\n", - "['24', ' Private', ' 118023', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 102308', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['47', ' Private', ' 45564', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 137646', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 237646', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 189843', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' >50K']\n", - "['43', ' Self-emp-not-inc', ' 118261', ' Masters', ' 14', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 288437', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Other', ' Male', ' 4064', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 106347', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 316471', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 50058', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 182089', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 85', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 186865', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' State-gov', ' 158206', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 229744', ' 1st-4th', ' 2', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 3942', ' 0', ' 20', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 141545', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' <=50K']\n", - "['59', ' Local-gov', ' 50929', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['60', ' Private', ' 132529', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 260696', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 231180', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 223277', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 279538', ' 11th', ' 7', ' Married-civ-spouse', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 2961', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 46044', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 168071', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 79691', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' ?', ' 114204', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 124111', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 104521', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 128516', ' Assoc-acdm', ' 12', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 112564', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 32186', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 239663', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 2597', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 269284', ' Assoc-acdm', ' 12', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' State-gov', ' 175537', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 444304', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 27415', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 174343', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 148143', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 209213', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['20', ' Private', ' 165097', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 51574', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 1602', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 167651', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 29075', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 396895', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['66', ' State-gov', ' 71075', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 129573', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 183765', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 164991', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 154891', ' HS-grad', ' 9', ' Divorced', ' Protective-serv', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 200117', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 176389', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 342567', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 178841', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 191149', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 29702', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 157893', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Local-gov', ' 31993', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['24', ' Federal-gov', ' 210736', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 39615', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 200511', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-not-inc', ' 47818', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 183155', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-inc', ' 374905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' Private', ' 128876', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 202872', ' 10th', ' 6', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 153414', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 24790', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['32', ' Private', ' 316769', ' 11th', ' 7', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['37', ' Private', ' 126569', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 128538', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 234640', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 65372', ' Some-college', ' 10', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 343377', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 30731', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Private', ' 412379', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-inc', ' 112320', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 181929', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Local-gov', ' 100135', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['24', ' Private', ' 128061', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 594', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 402306', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' Canada', ' <=50K']\n", - "['35', ' ?', ' 98389', ' Some-college', ' 10', ' Never-married', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 179565', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 64922', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['70', ' Private', ' 102610', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 115513', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 5556', ' 0', ' 48', ' United-States', ' >50K']\n", - "['36', ' Private', ' 150548', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 133219', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 4386', ' 0', ' 30', ' United-States', ' >50K']\n", - "['49', ' Local-gov', ' 67001', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 162347', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 138557', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 170456', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' Italy', ' <=50K']\n", - "['42', ' Private', ' 66006', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 176077', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 218322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Self-emp-inc', ' 181691', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['47', ' Private', ' 168232', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 161690', ' Assoc-voc', ' 11', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 242736', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 67317', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 265807', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 99357', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 170070', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' State-gov', ' 231166', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 62339', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' State-gov', ' 118520', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 155659', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Local-gov', ' 157331', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 341762', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['30', ' Private', ' 164190', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 83064', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 304283', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 436798', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 29302', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['43', ' Private', ' 104660', ' Masters', ' 14', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Male', ' 4934', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 79036', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['72', ' Private', ' 165622', ' Some-college', ' 10', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 177287', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 199847', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 22966', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 59068', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 77336', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 96524', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['17', ' Private', ' 143868', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 121424', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['39', ' Private', ' 176279', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 177905', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 70', ' United-States', ' >50K']\n", - "['50', ' Private', ' 205100', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' ?', ' <=50K']\n", - "['57', ' Private', ' 353881', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 177937', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['20', ' ?', ' 122244', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 125892', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 155472', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 1151', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 355728', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 245274', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 240330', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 182944', ' HS-grad', ' 9', ' Widowed', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 264498', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 110426', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 166971', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 347653', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 33975', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Self-emp-not-inc', ' 215219', ' 11th', ' 7', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 190772', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 1617', ' 40', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 331527', ' 10th', ' 6', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 162494', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['27', ' Local-gov', ' 85918', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 91367', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 45', ' United-States', ' >50K']\n", - "['20', ' Private', ' 182342', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 129640', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' ?', ' 133536', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 148738', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 102583', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['35', ' Private', ' 111387', ' 9th', ' 5', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 241752', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 334593', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 101950', ' Bachelors', ' 13', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['60', ' Local-gov', ' 212856', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['53', ' Private', ' 183973', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['47', ' Private', ' 142061', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 158615', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 29145', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 40135', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 224640', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 146651', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 167737', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 60331', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 187167', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 157131', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 255237', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 192325', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 163342', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 129775', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 206008', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 397317', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 745768', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 141550', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 35576', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 376383', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 200825', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['34', ' ?', ' 362787', ' HS-grad', ' 9', ' Never-married', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 116789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 160300', ' HS-grad', ' 9', ' Married-spouse-absent', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 362654', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 107801', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 170939', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 6723', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 224234', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 478346', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['68', ' Private', ' 211162', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 147638', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['42', ' Private', ' 104647', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 67365', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 230959', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 1887', ' 40', ' Philippines', ' >50K']\n", - "['39', ' Private', ' 176335', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 65', ' United-States', ' >50K']\n", - "['31', ' Self-emp-not-inc', ' 268482', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 288731', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 231082', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 333530', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['62', ' Private', ' 214288', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 118023', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 187088', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 20', ' Cuba', ' <=50K']\n", - "['60', ' ?', ' 174073', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 133833', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 229772', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Private', ' 210082', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 119287', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 28', ' United-States', ' >50K']\n", - "['41', ' Self-emp-not-inc', ' 111772', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['25', ' Private', ' 122999', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 44767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 200574', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 236596', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 33124', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 308764', ' HS-grad', ' 9', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 103524', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 99483', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 230951', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 99355', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 857532', ' 12th', ' 8', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 81116', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1974', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 154410', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' Poland', ' <=50K']\n", - "['19', ' Private', ' 198943', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 311696', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 252897', ' Some-college', ' 10', ' Divorced', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 39539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 122066', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 110977', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['45', ' Local-gov', ' 199590', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' Mexico', ' >50K']\n", - "['24', ' Private', ' 202721', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 197565', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 206827', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 5060', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['38', ' Federal-gov', ' 190895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' >50K']\n", - "['25', ' Self-emp-inc', ' 158751', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 243631', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 219277', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 45381', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 167482', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['60', ' Private', ' 225014', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 405083', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 186061', ' Some-college', ' 10', ' Widowed', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 4356', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 24153', ' 10th', ' 6', ' Married-civ-spouse', ' Other-service', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 126569', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Ecuador', ' >50K']\n", - "['57', ' ?', ' 137658', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 5', ' Columbia', ' <=50K']\n", - "['24', ' Private', ' 315476', ' Assoc-acdm', ' 12', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 248186', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 206903', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['67', ' Self-emp-not-inc', ' 191380', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 25', ' United-States', ' >50K']\n", - "['20', ' Private', ' 191910', ' HS-grad', ' 9', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 145119', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 130840', ' 10th', ' 6', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 33126', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['20', ' Private', ' 334105', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['19', ' Local-gov', ' 354104', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 111985', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 321187', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 138142', ' Some-college', ' 10', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 296999', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 155106', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 2444', ' 70', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 174491', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 173266', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['33', ' Private', ' 25610', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 40', ' Japan', ' >50K']\n", - "['47', ' Private', ' 187563', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 196344', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['40', ' Private', ' 205047', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 715938', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 224520', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' >50K']\n", - "['29', ' Private', ' 229656', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 97883', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 131298', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 197875', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 172766', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 175796', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 51973', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 28186', ' Bachelors', ' 13', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 27828', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' Private', ' 291979', ' 11th', ' 7', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 180752', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 234657', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 39411', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['52', ' State-gov', ' 334273', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 192779', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['21', ' ?', ' 105312', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 171676', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-not-inc', ' 182714', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['21', ' Private', ' 231866', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 102102', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' ?', ' 50248', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 195519', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 34310', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['33', ' ?', ' 314913', ' 11th', ' 7', ' Divorced', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 747719', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 188280', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 914', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 110978', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 37', ' India', ' >50K']\n", - "['17', ' Private', ' 79682', ' 10th', ' 6', ' Never-married', ' Priv-house-serv', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 294671', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 38', ' United-States', ' >50K']\n", - "['30', ' Private', ' 340899', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 1590', ' 80', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 192259', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 190228', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 118947', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Private', ' 55861', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 238433', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['37', ' State-gov', ' 166744', ' HS-grad', ' 9', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 144586', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 134367', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 133616', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 203039', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 217460', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 106733', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 594', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 212027', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 126569', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 289960', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 174102', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 181716', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 172822', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 293091', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 107443', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['59', ' Private', ' 95283', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 65278', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 220943', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 1594', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 257940', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 134945', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 105582', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2228', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 169324', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 45', ' Jamaica', ' <=50K']\n", - "['44', ' State-gov', ' 98989', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 113838', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 60', ' Germany', ' <=50K']\n", - "['24', ' Private', ' 143436', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 143604', ' 10th', ' 6', ' Married-spouse-absent', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 226311', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' Private', ' 94610', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['56', ' Self-emp-not-inc', ' 26716', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['26', ' Private', ' 160261', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 20', ' India', ' <=50K']\n", - "['46', ' Private', ' 117310', ' Assoc-acdm', ' 12', ' Widowed', ' Tech-support', ' Unmarried', ' White', ' Female', ' 6497', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 154342', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 89202', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 174704', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 153486', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 360097', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 230356', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 163870', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 199753', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['20', ' Private', ' 333505', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' Nicaragua', ' <=50K']\n", - "['60', ' Local-gov', ' 149281', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 138514', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['57', ' Federal-gov', ' 66504', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['59', ' Private', ' 206487', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 170020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 217605', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 145711', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['17', ' Private', ' 169155', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 34127', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 110142', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 222646', ' 12th', ' 8', ' Separated', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['18', ' Private', ' 182643', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 9', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 303565', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['34', ' Private', ' 140092', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 178811', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 267399', ' 12th', ' 8', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['17', ' Local-gov', ' 192387', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Federal-gov', ' 127610', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 258862', ' Bachelors', ' 13', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 225231', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 8614', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 174926', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' ?', ' <=50K']\n", - "['50', ' State-gov', ' 238187', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 191444', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 198822', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 251323', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' <=50K']\n", - "['20', ' Private', ' 168187', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Female', ' 4416', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 370881', ' Assoc-acdm', ' 12', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 7', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 198183', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 210610', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 269182', ' Some-college', ' 10', ' Separated', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 3887', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 141727', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 3464', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 185848', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 70', ' United-States', ' >50K']\n", - "['34', ' Private', ' 46746', ' 11th', ' 7', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 120475', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 135845', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 310255', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' State-gov', ' 379885', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['75', ' Self-emp-not-inc', ' 31428', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3456', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 211013', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 50', ' Mexico', ' <=50K']\n", - "['50', ' Private', ' 175029', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Self-emp-inc', ' 119539', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' ?', ' >50K']\n", - "['26', ' Private', ' 247025', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 252327', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['24', ' Self-emp-not-inc', ' 375313', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 107165', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 108470', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 150057', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['23', ' Private', ' 189468', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Machine-op-inspct', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 198393', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 181031', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 569930', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 27411', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 147397', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 242922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 154949', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 423217', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Federal-gov', ' 195385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 100009', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 191628', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 340880', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Philippines', ' >50K']\n", - "['19', ' Private', ' 207173', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 48010', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 229051', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 193366', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['31', ' Private', ' 57781', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['69', ' ?', ' 121136', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 13', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 433989', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 60', ' United-States', ' >50K']\n", - "['24', ' Private', ' 136687', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 154117', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['63', ' Private', ' 294009', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['75', ' Private', ' 239038', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 244064', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' Private', ' 128348', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 9386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 66278', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 162643', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 179659', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['18', ' Private', ' 205218', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 154033', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 158528', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 366219', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 1848', ' 60', ' United-States', ' >50K']\n", - "['35', ' Private', ' 301862', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 228406', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 120131', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 127943', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 301514', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 156980', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 124685', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 305673', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' >50K']\n", - "['34', ' Local-gov', ' 31391', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' >50K']\n", - "['41', ' Local-gov', ' 33658', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['21', ' Private', ' 211391', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 402998', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['66', ' Private', ' 78855', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 320451', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1977', ' 45', ' Hong', ' >50K']\n", - "['48', ' Private', ' 49278', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' ?', ' 248876', ' Bachelors', ' 13', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 242586', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 359696', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 296085', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 233130', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Private', ' 189511', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Germany', ' >50K']\n", - "['31', ' Private', ' 124420', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 67072', ' Bachelors', ' 13', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 6849', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 194908', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 94991', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 194561', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 75726', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1092', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 60722', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 59944', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 220840', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' Self-emp-inc', ' 104235', ' Masters', ' 14', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 142714', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 110490', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 154076', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 130557', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 107108', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 207172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 304595', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 475322', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['65', ' Private', ' 107620', ' 11th', ' 7', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 301911', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 35', ' Laos', ' <=50K']\n", - "['35', ' Private', ' 267866', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1887', ' 50', ' Iran', ' >50K']\n", - "['28', ' Private', ' 269786', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 167474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 115023', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['63', ' Local-gov', ' 86590', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 187087', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 184307', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 225859', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 2907', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 57889', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Private', ' 157932', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 187830', ' Masters', ' 14', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' >50K']\n", - "['49', ' Private', ' 251180', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 317083', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['35', ' Self-emp-not-inc', ' 190895', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Federal-gov', ' 328606', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 403860', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 215479', ' HS-grad', ' 9', ' Separated', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 157639', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 152129', ' 12th', ' 8', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 239284', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 234302', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 218724', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 106330', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 35032', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 234641', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 170730', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 218322', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 47929', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 142411', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 219122', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 132887', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 3411', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['34', ' State-gov', ' 44464', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 180928', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 199426', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 139703', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 202642', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['17', ' Private', ' 160049', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 239755', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 152369', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 42900', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['72', ' ?', ' 117017', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 175017', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['39', ' Private', ' 342642', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 143730', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 191098', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['37', ' Private', ' 208106', ' Bachelors', ' 13', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 167737', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 315971', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['41', ' Private', ' 142717', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 190227', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 79864', ' Masters', ' 14', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 34067', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['54', ' Private', ' 222882', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 44464', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 1564', ' 60', ' United-States', ' >50K']\n", - "['33', ' Private', ' 256062', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' Puerto-Rico', ' <=50K']\n", - "['22', ' Private', ' 251073', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 149949', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 165235', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['22', ' ?', ' 243190', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['59', ' ?', ' 160662', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 2407', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 175942', ' Some-college', ' 10', ' Widowed', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 212793', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 153312', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 173296', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 120131', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 117444', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 226196', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 202872', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 176716', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 82540', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 41643', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 197292', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 76491', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 101094', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 119944', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['18', ' Private', ' 141626', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 2176', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 122575', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' Vietnam', ' <=50K']\n", - "['32', ' Private', ' 194740', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 263200', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 34', ' Mexico', ' <=50K']\n", - "['47', ' Local-gov', ' 140644', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 202115', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['25', ' Federal-gov', ' 27142', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 318046', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 276369', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 67187', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 133582', ' 1st-4th', ' 2', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 36', ' Mexico', ' <=50K']\n", - "['23', ' Private', ' 216672', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['32', ' Private', ' 45796', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 31778', ' HS-grad', ' 9', ' Separated', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 190044', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 144351', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' ?', ' 172145', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 193130', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Local-gov', ' 140478', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 122390', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 116830', ' 12th', ' 8', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 117683', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 106491', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['22', ' ?', ' 39803', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 363053', ' 9th', ' 5', ' Never-married', ' Priv-house-serv', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['21', ' Private', ' 54472', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Local-gov', ' 200471', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 54317', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['62', ' Local-gov', ' 113443', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 10520', ' 0', ' 33', ' United-States', ' >50K']\n", - "['27', ' Private', ' 159623', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 161235', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 247978', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 305846', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Self-emp-not-inc', ' 214014', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Black', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['33', ' Private', ' 226525', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 247819', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 194940', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 289991', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 585361', ' 9th', ' 5', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 91145', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 231604', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' <=50K']\n", - "['28', ' Private', ' 273269', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 202683', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 159179', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 28952', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['25', ' ?', ' 214925', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 163708', ' 9th', ' 5', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 200235', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['46', ' Private', ' 109209', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 166153', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['56', ' Local-gov', ' 268213', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' ?', ' >50K']\n", - "['31', ' Private', ' 69056', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['51', ' State-gov', ' 237141', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['17', ' Private', ' 277541', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['27', ' Local-gov', ' 289039', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 134737', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 56613', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 36699', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 333530', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 185366', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 154017', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 215504', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 55', ' United-States', ' >50K']\n", - "['25', ' Private', ' 222539', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 2597', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 191565', ' 1st-4th', ' 2', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['53', ' Private', ' 111939', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 53903', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 146659', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 194200', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 78529', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 194829', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Federal-gov', ' 330174', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Self-emp-inc', ' 230767', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 60', ' Cuba', ' >50K']\n", - "['53', ' Local-gov', ' 137250', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 1669', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 254478', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 300908', ' Assoc-acdm', ' 12', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 187830', ' Assoc-voc', ' 11', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['23', ' Private', ' 201138', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 44503', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 381357', ' 9th', ' 5', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 311124', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 96330', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 228238', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Self-emp-not-inc', ' 56964', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 127772', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Private', ' 386397', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Self-emp-not-inc', ' 404998', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 34545', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 157886', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 101299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 134447', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 191822', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 70919', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 266343', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 87239', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Local-gov', ' 236487', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['30', ' Private', ' 224147', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 197200', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 124265', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 79980', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 128814', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 208862', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 51262', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-inc', ' 98116', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 82393', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['47', ' Private', ' 57534', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 218962', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 204752', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 243631', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' China', ' >50K']\n", - "['41', ' Private', ' 170299', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 60331', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 269318', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 50', ' United-States', ' >50K']\n", - "['67', ' State-gov', ' 132819', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 41', ' United-States', ' >50K']\n", - "['21', ' Private', ' 119665', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 150057', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 128567', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 230874', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 148526', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 160192', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 74660', ' Some-college', ' 10', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-inc', ' 142494', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 122042', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Self-emp-inc', ' 37088', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 61778', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' ?', ' 176356', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 10', ' Germany', ' <=50K']\n", - "['27', ' Private', ' 123302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Poland', ' <=50K']\n", - "['18', ' Private', ' 89760', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 165304', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['56', ' Private', ' 104945', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 192973', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Private', ' 97863', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Italy', ' >50K']\n", - "['31', ' Private', ' 73585', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 29145', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 175232', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 325374', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 107231', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 65', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 129345', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 228395', ' Some-college', ' 10', ' Never-married', ' Sales', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 452402', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 338260', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 165138', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 109055', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 193122', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 425497', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 191858', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 297155', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 181282', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['50', ' Federal-gov', ' 111700', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 35065', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 298539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 55', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 95435', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 162160', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 176037', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 314007', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 197683', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['44', ' Private', ' 242521', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 290321', ' 10th', ' 6', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 44064', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['27', ' ?', ' 174163', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 374790', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 231562', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 376150', ' Some-college', ' 10', ' Married-spouse-absent', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 99987', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 120126', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Self-emp-not-inc', ' 33717', ' 11th', ' 7', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 132879', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['45', ' Private', ' 304570', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 60', ' China', ' >50K']\n", - "['40', ' Private', ' 100292', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['63', ' Private', ' 117473', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 239833', ' HS-grad', ' 9', ' Married-spouse-absent', ' Transport-moving', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' ?', ' 155233', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['34', ' Private', ' 130369', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 1151', ' 0', ' 48', ' Germany', ' <=50K']\n", - "['34', ' Private', ' 347166', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 502752', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' State-gov', ' 255575', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 277946', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' ?', ' 214541', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 143123', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['27', ' Private', ' 69132', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 34973', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 60', ' United-States', ' >50K']\n", - "['29', ' Private', ' 236992', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 492263', ' 10th', ' 6', ' Separated', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['42', ' Private', ' 180019', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 47086', ' Bachelors', ' 13', ' Widowed', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 222853', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 344176', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 223212', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 110981', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 162688', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 181307', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 43', ' United-States', ' >50K']\n", - "['39', ' Private', ' 148903', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 4687', ' 0', ' 50', ' United-States', ' >50K']\n", - "['43', ' Private', ' 306440', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 66', ' France', ' <=50K']\n", - "['18', ' Private', ' 210311', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 127117', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 54732', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['39', ' Private', ' 271521', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 48', ' Philippines', ' >50K']\n", - "['33', ' ?', ' 216908', ' 10th', ' 6', ' Never-married', ' ?', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 543922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['21', ' Private', ' 766115', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 52728', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 284166', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 1564', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 122206', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 95989', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 334039', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 44', ' United-States', ' >50K']\n", - "['46', ' Self-emp-not-inc', ' 225456', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 112847', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7298', ' 0', ' 32', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 171840', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 180695', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 121012', ' 9th', ' 5', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 126569', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 227791', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 50', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 290290', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Local-gov', ' 251521', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 41938', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 27678', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 133756', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['54', ' Private', ' 215990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 461337', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 344855', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 20', ' United-States', ' >50K']\n", - "['20', ' State-gov', ' 214542', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 258170', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Federal-gov', ' 242147', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 235700', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 278130', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 261241', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' Private', ' 85995', ' Masters', ' 14', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' South', ' >50K']\n", - "['42', ' Private', ' 340885', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 152889', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 195023', ' HS-grad', ' 9', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['52', ' State-gov', ' 109600', ' Masters', ' 14', ' Married-spouse-absent', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 4787', ' 0', ' 44', ' United-States', ' >50K']\n", - "['27', ' ?', ' 249463', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 158177', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 47818', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 391468', ' 11th', ' 7', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Local-gov', ' 199995', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['31', ' Private', ' 231043', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['38', ' ?', ' 281768', ' 7th-8th', ' 4', ' Divorced', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 267790', ' 9th', ' 5', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 217379', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 421561', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 50953', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 138504', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 177064', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 103064', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 3674', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 184493', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 104089', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['23', ' Private', ' 149204', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 405284', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 1340', ' 42', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 137296', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 87771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 0', ' 1628', ' 45', ' United-States', ' <=50K']\n", - "['38', ' State-gov', ' 125499', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 7688', ' 0', ' 60', ' India', ' >50K']\n", - "['31', ' Private', ' 59083', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 138332', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 198914', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 238162', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['29', ' Private', ' 123677', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Laos', ' <=50K']\n", - "['38', ' Federal-gov', ' 325538', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['53', ' Private', ' 251063', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 51471', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 175681', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' ?', ' <=50K']\n", - "['44', ' Private', ' 165599', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 149640', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' England', ' >50K']\n", - "['30', ' Private', ' 143526', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 211160', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 342989', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 173631', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 141876', ' HS-grad', ' 9', ' Married-spouse-absent', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 137604', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 129232', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' Federal-gov', ' 271550', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 456922', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 232242', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 352188', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 114967', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 201981', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' State-gov', ' 159247', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 125905', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 186824', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 121012', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['58', ' Private', ' 110844', ' Masters', ' 14', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 27', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 143003', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1887', ' 50', ' India', ' >50K']\n", - "['31', ' Federal-gov', ' 59732', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 178489', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['41', ' ?', ' 252127', ' Some-college', ' 10', ' Widowed', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 109633', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['19', ' Private', ' 160811', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['27', ' Self-emp-not-inc', ' 365110', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 113080', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 58', ' United-States', ' >50K']\n", - "['39', ' Private', ' 206074', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 173062', ' Bachelors', ' 13', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 117273', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['27', ' Self-emp-not-inc', ' 153805', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 50', ' Ecuador', ' >50K']\n", - "['51', ' Private', ' 293802', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 153132', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 166809', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['67', ' ?', ' 34122', ' 5th-6th', ' 3', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 231725', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 63210', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 108293', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' >50K']\n", - "['57', ' Private', ' 116878', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['40', ' Private', ' 110622', ' Prof-school', ' 15', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['42', ' Local-gov', ' 180318', ' 10th', ' 6', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 112318', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 252079', ' Bachelors', ' 13', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 44', ' United-States', ' >50K']\n", - "['30', ' Private', ' 27153', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 73312', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 145409', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 167882', ' Some-college', ' 10', ' Widowed', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 45', ' Haiti', ' <=50K']\n", - "['24', ' Private', ' 236696', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 28791', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' State-gov', ' 118551', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Own-child', ' White', ' Female', ' 5178', ' 0', ' 25', ' ?', ' >50K']\n", - "['70', ' Private', ' 187292', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 6418', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' Private', ' 189922', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 584259', ' Masters', ' 14', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' >50K']\n", - "['26', ' Private', ' 173992', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['64', ' Private', ' 253759', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 111243', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 147850', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 171015', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 118023', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 361497', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 137290', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['28', ' Local-gov', ' 401886', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 201882', ' Masters', ' 14', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['26', ' Local-gov', ' 30793', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Federal-gov', ' 139161', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 210736', ' HS-grad', ' 9', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 167781', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 103986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 39', ' United-States', ' >50K']\n", - "['29', ' Private', ' 144592', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 493034', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 184078', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 191814', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 329852', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 223660', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['47', ' Private', ' 177087', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Private', ' 143766', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 234271', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 314822', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 195584', ' Assoc-acdm', ' 12', ' Separated', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['70', ' Self-emp-inc', ' 207938', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2377', ' 50', ' United-States', ' >50K']\n", - "['41', ' Private', ' 126850', ' Prof-school', ' 15', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['36', ' Private', ' 279485', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 267717', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['42', ' ?', ' 175935', ' HS-grad', ' 9', ' Separated', ' ?', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 163665', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 200468', ' 10th', ' 6', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 91501', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 182771', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 56392', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 1579', ' 60', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 20511', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 538822', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['26', ' Private', ' 332008', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Unmarried', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 37', ' Taiwan', ' <=50K']\n", - "['57', ' Self-emp-inc', ' 220789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['59', ' Self-emp-not-inc', ' 114760', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['87', ' ?', ' 90338', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 2', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 181576', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 198841', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['53', ' Private', ' 53197', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' State-gov', ' 542265', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 193026', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 25505', ' Assoc-voc', ' 11', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 375657', ' 11th', ' 7', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 201599', ' 11th', ' 7', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 181820', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 334224', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Wife', ' White', ' Female', ' 9386', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' State-gov', ' 54318', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 141388', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 57101', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 168515', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['60', ' Private', ' 163665', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 16', ' United-States', ' >50K']\n", - "['28', ' Private', ' 207513', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 42', ' United-States', ' >50K']\n", - "['39', ' Private', ' 293291', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Private', ' 70088', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 199346', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['55', ' Local-gov', ' 143949', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 3103', ' 0', ' 45', ' United-States', ' >50K']\n", - "['33', ' Private', ' 207201', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 430283', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Local-gov', ' 293809', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 378009', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['40', ' Private', ' 226608', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' Guatemala', ' >50K']\n", - "['24', ' Private', ' 314182', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 170544', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 94196', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 193047', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['42', ' Private', ' 112607', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 146949', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 309513', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 191389', ' Some-college', ' 10', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 213902', ' 7th-8th', ' 4', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 32', ' El-Salvador', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 46514', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 75855', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 7298', ' 0', ' 40', ' ?', ' >50K']\n", - "['23', ' Private', ' 38707', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['19', ' Private', ' 188568', ' Some-college', ' 10', ' Never-married', ' Priv-house-serv', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 215014', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['27', ' Private', ' 184477', ' 12th', ' 8', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 204235', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 39054', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['64', ' Self-emp-inc', ' 272531', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 358701', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 10', ' Mexico', ' <=50K']\n", - "['47', ' Private', ' 217750', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 200374', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 498349', ' Bachelors', ' 13', ' Never-married', ' Transport-moving', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['69', ' State-gov', ' 170458', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 57233', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Private', ' 188432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 33300', ' Assoc-acdm', ' 12', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 10520', ' 0', ' 45', ' United-States', ' >50K']\n", - "['31', ' Private', ' 225779', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 46677', ' Assoc-acdm', ' 12', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 227968', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' Haiti', ' >50K']\n", - "['34', ' Private', ' 85355', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 207120', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 229223', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7688', ' 0', ' 36', ' United-States', ' >50K']\n", - "['20', ' Private', ' 224640', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 139012', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['40', ' Federal-gov', ' 130749', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 204516', ' 10th', ' 6', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 105479', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 197093', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-inc', ' 431245', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 155150', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' State-gov', ' 216035', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 388247', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 208908', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 259301', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 69333', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 80', ' United-States', ' >50K']\n", - "['34', ' Private', ' 167893', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 64', ' United-States', ' >50K']\n", - "['32', ' Federal-gov', ' 386877', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Own-child', ' Black', ' Male', ' 4650', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 146551', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 54', ' United-States', ' >50K']\n", - "['48', ' Private', ' 238360', ' Bachelors', ' 13', ' Separated', ' Adm-clerical', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['38', ' Private', ' 187748', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' State-gov', ' 50748', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 50136', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['42', ' Private', ' 111483', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 298871', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' China', ' <=50K']\n", - "['27', ' Private', ' 147340', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Private', ' 132704', ' Masters', ' 14', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 32', ' United-States', ' >50K']\n", - "['46', ' State-gov', ' 327786', ' Assoc-voc', ' 11', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 3325', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 243636', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Local-gov', ' 194417', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 236696', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 337130', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['29', ' Private', ' 273051', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' Yugoslavia', ' >50K']\n", - "['38', ' Private', ' 186191', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 268451', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 154600', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 405309', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 99185', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 191765', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 253583', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 297054', ' HS-grad', ' 9', ' Divorced', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 204397', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 288771', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 173987', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 33662', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 91658', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 226902', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['45', ' Private', ' 232586', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['51', ' Self-emp-not-inc', ' 291755', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 207032', ' HS-grad', ' 9', ' Married-spouse-absent', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 42', ' Haiti', ' <=50K']\n", - "['23', ' Private', ' 161478', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['73', ' Self-emp-not-inc', ' 109833', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 229394', ' 11th', ' 7', ' Divorced', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 69285', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 491862', ' Assoc-voc', ' 11', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 311534', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 420895', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 226374', ' 10th', ' 6', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Federal-gov', ' 101345', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 48779', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 152676', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 164877', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 97521', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 88564', ' 5th-6th', ' 3', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 188246', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 189185', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 163069', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 251905', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 112403', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['18', ' Private', ' 36882', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['33', ' Self-emp-not-inc', ' 195891', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 194905', ' Bachelors', ' 13', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 133503', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 48', ' United-States', ' >50K']\n", - "['40', ' Private', ' 31621', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 413373', ' Doctorate', ' 16', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 196029', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 107302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 151267', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 256861', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 82777', ' HS-grad', ' 9', ' Separated', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 147430', ' HS-grad', ' 9', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' ?', ' 60726', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 165754', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 448337', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 185079', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 418702', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 41504', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Private', ' 387335', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 1719', ' 9', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 261720', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 133963', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['66', ' ?', ' 357750', ' 11th', ' 7', ' Widowed', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 179488', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 55', ' United-States', ' >50K']\n", - "['38', ' Private', ' 60135', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Self-emp-not-inc', ' 308746', ' Prof-school', ' 15', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['27', ' Private', ' 278720', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['22', ' State-gov', ' 477505', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 164711', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 208277', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 39943', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 104542', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 286634', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['28', ' Private', ' 142712', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['26', ' Private', ' 336404', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 117983', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 41', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 108796', ' Prof-school', ' 15', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 59469', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Iran', ' <=50K']\n", - "['37', ' Private', ' 171968', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['56', ' ?', ' 119254', ' 10th', ' 6', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 278617', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 72338', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['49', ' Local-gov', ' 343231', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 63910', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 190350', ' 9th', ' 5', ' Married-civ-spouse', ' Protective-serv', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' State-gov', ' 176162', ' Bachelors', ' 13', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 37720', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 421467', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 26', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 138441', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 146767', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 369678', ' 12th', ' 8', ' Never-married', ' ?', ' Not-in-family', ' Other', ' Male', ' 0', ' 1602', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 160445', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 211695', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 102346', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 2415', ' 20', ' United-States', ' >50K']\n", - "['48', ' Private', ' 128796', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['39', ' Private', ' 111129', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 44566', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 118497', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 334291', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 237920', ' Doctorate', ' 16', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 136331', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 187397', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 48', ' Mexico', ' <=50K']\n", - "['28', ' Self-emp-not-inc', ' 119793', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 24982', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Self-emp-not-inc', ' 231714', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 229272', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['66', ' ?', ' 68219', ' 9th', ' 5', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-not-inc', ' 268831', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 53', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 149640', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['29', ' Private', ' 261725', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['74', ' Private', ' 161387', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['61', ' Local-gov', ' 260167', ' HS-grad', ' 9', ' Widowed', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 200928', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 22', ' United-States', ' <=50K']\n", - "['53', ' Federal-gov', ' 155594', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['57', ' Self-emp-not-inc', ' 79539', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 469454', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 331482', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 225193', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 370727', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 1977', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 82393', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 25', ' Philippines', ' <=50K']\n", - "['65', ' ?', ' 37170', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 58484', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Local-gov', ' 156464', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['50', ' Private', ' 344621', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 174752', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['18', ' Self-emp-inc', ' 174202', ' HS-grad', ' 9', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 261203', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Unmarried', ' Other', ' Female', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['57', ' Private', ' 316000', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['63', ' State-gov', ' 216871', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 1740', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 246933', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['32', ' Self-emp-not-inc', ' 112115', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 264651', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 99185', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 58', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 176186', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 100219', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 46691', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' State-gov', ' 297735', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 90', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 132222', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 4386', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Private', ' 189656', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Local-gov', ' 224934', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 149218', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['51', ' Private', ' 158508', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['67', ' State-gov', ' 261203', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 309504', ' 10th', ' 6', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['24', ' State-gov', ' 324637', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 267426', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['68', ' ?', ' 229016', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 46401', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 47', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 114288', ' HS-grad', ' 9', ' Divorced', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' ?', ' 203849', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 193882', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 311269', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 156117', ' Assoc-voc', ' 11', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 169917', ' 7th-8th', ' 4', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 222615', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' State-gov', ' 106900', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['40', ' Federal-gov', ' 78036', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['27', ' Private', ' 380560', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['41', ' Private', ' 167106', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Asian-Pac-Islander', ' Male', ' 3103', ' 0', ' 35', ' Philippines', ' >50K']\n", - "['51', ' Private', ' 289436', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['36', ' Private', ' 749636', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 154120', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 105119', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Federal-gov', ' 181081', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 182237', ' 10th', ' 6', ' Separated', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 102130', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['43', ' Private', ' 266324', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 99', ' United-States', ' >50K']\n", - "['52', ' Private', ' 170562', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 240543', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Federal-gov', ' 187046', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['60', ' Private', ' 389254', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 179955', ' Some-college', ' 10', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' Outlying-US(Guam-USVI-etc)', ' <=50K']\n", - "['21', ' Private', ' 197997', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 343789', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 55', ' United-States', ' >50K']\n", - "['28', ' Private', ' 191088', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 1741', ' 52', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 141649', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 433906', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 207982', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 175925', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 85767', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 281030', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' ?', ' 313986', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Private', ' 396595', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 189203', ' Assoc-acdm', ' 12', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 163108', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 141590', ' 11th', ' 7', ' Never-married', ' Priv-house-serv', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 137421', ' 12th', ' 8', ' Never-married', ' Transport-moving', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' ?', ' <=50K']\n", - "['36', ' Private', ' 67728', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['30', ' Private', ' 345522', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 70', ' United-States', ' >50K']\n", - "['45', ' Private', ' 330087', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 204322', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 50295', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Self-emp-not-inc', ' 147258', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 194260', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 437727', ' 9th', ' 5', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' ?', ' 34100', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 186611', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 280960', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 33117', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 169628', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' >50K']\n", - "['22', ' State-gov', ' 124942', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 143368', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 255621', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 154227', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 75', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 171438', ' Assoc-voc', ' 11', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 191524', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 377017', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 192806', ' 7th-8th', ' 4', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 33', ' United-States', ' <=50K']\n", - "['31', ' ?', ' 259120', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 234195', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 147596', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 147251', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 176157', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['25', ' Local-gov', ' 176162', ' Assoc-voc', ' 11', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 384150', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 107665', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['72', ' ?', ' 82635', ' 11th', ' 7', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' State-gov', ' 165827', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 287306', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['71', ' Self-emp-not-inc', ' 78786', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 33310', ' Prof-school', ' 15', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 2339', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 349368', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 117674', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 310889', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 187167', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 379919', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 34862', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Sales', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 201723', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['38', ' Local-gov', ' 161463', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 186410', ' Prof-school', ' 15', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['57', ' Federal-gov', ' 62020', ' Prof-school', ' 15', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['39', ' Private', ' 42044', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 170230', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['43', ' Private', ' 341358', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 199426', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 17', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 89172', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['22', ' ?', ' 148955', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 15', ' South', ' <=50K']\n", - "['37', ' Private', ' 140673', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' ?', ' 71788', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 326033', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 129305', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 171067', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 143582', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' Japan', ' <=50K']\n", - "['17', ' ?', ' 171461', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 257980', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 182866', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 69333', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 668362', ' 1st-4th', ' 2', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 132879', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['61', ' Private', ' 181219', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['19', ' ?', ' 166018', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 120518', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 183532', ' Some-college', ' 10', ' Never-married', ' Handlers-cleaners', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 49298', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 157332', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 213726', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['26', ' Private', ' 31143', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['17', ' ?', ' 256173', ' 10th', ' 6', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 184872', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['58', ' Private', ' 202652', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['61', ' ?', ' 101602', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' >50K']\n", - "['64', ' Private', ' 60940', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 50', ' France', ' >50K']\n", - "['19', ' Private', ' 292590', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 141420', ' Bachelors', ' 13', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 159389', ' Assoc-acdm', ' 12', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 254534', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 89508', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Self-emp-not-inc', ' 238980', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 178946', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['31', ' Private', ' 204752', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 290213', ' Some-college', ' 10', ' Separated', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 102615', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 291965', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Unmarried', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['52', ' Local-gov', ' 175339', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['28', ' Private', ' 90547', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 23', ' United-States', ' <=50K']\n", - "['23', ' ?', ' 449101', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['46', ' Self-emp-not-inc', ' 101722', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3137', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' ?', ' 981628', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 147989', ' HS-grad', ' 9', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 204470', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['58', ' Local-gov', ' 311409', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 30', ' United-States', ' >50K']\n", - "['31', ' Private', ' 190027', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['36', ' Private', ' 218015', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 77634', ' Preschool', ' 1', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 42984', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['29', ' Private', ' 413297', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 70', ' Mexico', ' <=50K']\n", - "['48', ' Self-emp-not-inc', ' 218835', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' England', ' <=50K']\n", - "['30', ' Private', ' 341051', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['58', ' Private', ' 252419', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['20', ' Federal-gov', ' 347935', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 237848', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 174826', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-not-inc', ' 170086', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['53', ' Private', ' 470368', ' Assoc-acdm', ' 12', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['54', ' Federal-gov', ' 75235', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['35', ' ?', ' 35854', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 746432', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 258498', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 176063', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['80', ' Self-emp-not-inc', ' 26865', ' 7th-8th', ' 4', ' Never-married', ' Farming-fishing', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 104724', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Private', ' 346321', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['49', ' Private', ' 402462', ' Bachelors', ' 13', ' Married-spouse-absent', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 30', ' Columbia', ' <=50K']\n", - "['27', ' Private', ' 153078', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 176063', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 55', ' United-States', ' >50K']\n", - "['39', ' Private', ' 451059', ' 9th', ' 5', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' ?', ' 229533', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 106437', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Local-gov', ' 294313', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 67903', ' 9th', ' 5', ' Separated', ' Farming-fishing', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 133669', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Self-emp-inc', ' 251730', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['46', ' Private', ' 72896', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 155664', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' United-States', ' >50K']\n", - "['39', ' Private', ' 206520', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 72338', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 65', ' Japan', ' >50K']\n", - "['43', ' Local-gov', ' 34640', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Other', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 236543', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 68', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 43702', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 335248', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 198197', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['80', ' ?', ' 281768', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 160594', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['34', ' Local-gov', ' 231826', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['28', ' Private', ' 188171', ' Assoc-acdm', ' 12', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 125000', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 166509', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 402367', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 7688', ' 0', ' 45', ' United-States', ' >50K']\n", - "['67', ' Local-gov', ' 204123', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-inc', ' 220786', ' Some-college', ' 10', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 254146', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['29', ' Local-gov', ' 152461', ' Bachelors', ' 13', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 223669', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 120270', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['21', ' Self-emp-not-inc', ' 304602', ' Assoc-voc', ' 11', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 98', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 24108', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 32546', ' Prof-school', ' 15', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Male', ' 7430', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 93885', ' Some-college', ' 10', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 210765', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 191276', ' Assoc-voc', ' 11', ' Divorced', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['82', ' Self-emp-not-inc', ' 71438', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 330571', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['40', ' Local-gov', ' 138634', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 112264', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 205865', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 224640', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 180758', ' Some-college', ' 10', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' ?', ' 499935', ' Assoc-voc', ' 11', ' Never-married', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 107762', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 214787', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 211032', ' 1st-4th', ' 2', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['34', ' Private', ' 208353', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 157273', ' 10th', ' 6', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 75891', ' Bachelors', ' 13', ' Divorced', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 177675', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' >50K']\n", - "['44', ' Private', ' 182370', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 200525', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 174242', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 60', ' United-States', ' >50K']\n", - "['28', ' Private', ' 95566', ' 1st-4th', ' 2', ' Married-spouse-absent', ' Other-service', ' Own-child', ' Other', ' Female', ' 0', ' 0', ' 35', ' Dominican-Republic', ' <=50K']\n", - "['30', ' Private', ' 30290', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 240951', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 183810', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 94342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['61', ' Self-emp-inc', ' 148577', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['27', ' Private', ' 103634', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-not-inc', ' 83542', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 76131', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Federal-gov', ' 262402', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 198286', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 34', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-inc', ' 145441', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['35', ' ?', ' 273558', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['50', ' Local-gov', ' 117496', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 128876', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 199698', ' HS-grad', ' 9', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 65390', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 128645', ' Some-college', ' 10', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 53481', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 92215', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 78859', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 323', ' 20', ' United-States', ' <=50K']\n", - "['59', ' Self-emp-inc', ' 187502', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['38', ' Private', ' 242080', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['22', ' Private', ' 41837', ' Some-college', ' 10', ' Never-married', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 291374', ' 12th', ' 8', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 148995', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 60', ' United-States', ' >50K']\n", - "['59', ' Private', ' 159008', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 271013', ' HS-grad', ' 9', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 199046', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 164280', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['35', ' Local-gov', ' 116960', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['55', ' Private', ' 100054', ' 10th', ' 6', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 183824', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 313925', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['48', ' Private', ' 379883', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Cuba', ' >50K']\n", - "['70', ' ?', ' 92593', ' Some-college', ' 10', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 189777', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 198330', ' Masters', ' 14', ' Widowed', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 127451', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' >50K']\n", - "['62', ' ?', ' 31577', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 18', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 90230', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 301024', ' Bachelors', ' 13', ' Separated', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 175732', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 218889', ' 9th', ' 5', ' Never-married', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 117605', ' 9th', ' 5', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 154571', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 228057', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' Dominican-Republic', ' <=50K']\n", - "['32', ' Private', ' 173998', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 90752', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 51008', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Federal-gov', ' 113398', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 74977', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 101593', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 228346', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 180418', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 44489', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 277488', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 103064', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 226872', ' Bachelors', ' 13', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Self-emp-not-inc', ' 330416', ' Some-college', ' 10', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 186495', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['47', ' State-gov', ' 205712', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 217743', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 52565', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 239954', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Self-emp-not-inc', ' 349986', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Private', ' 117585', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1485', ' 40', ' United-States', ' >50K']\n", - "['68', ' Self-emp-not-inc', ' 122094', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['62', ' Self-emp-not-inc', ' 26857', ' 7th-8th', ' 4', ' Widowed', ' Farming-fishing', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Local-gov', ' 192321', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 88095', ' Some-college', ' 10', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 24', ' Mexico', ' <=50K']\n", - "['44', ' Private', ' 144067', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 12', ' ?', ' <=50K']\n", - "['32', ' Private', ' 124187', ' 9th', ' 5', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 123681', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 43', ' United-States', ' >50K']\n", - "['68', ' Private', ' 145638', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 130513', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' Peru', ' <=50K']\n", - "['47', ' Federal-gov', ' 197038', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 189092', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['37', ' Self-emp-not-inc', ' 198841', ' 11th', ' 7', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 317969', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 103121', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 1848', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 111589', ' 10th', ' 6', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['46', ' Local-gov', ' 267952', ' Assoc-voc', ' 11', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 63899', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 473625', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 187901', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 2258', ' 44', ' United-States', ' >50K']\n", - "['17', ' Private', ' 24090', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-inc', ' 102729', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 91666', ' 12th', ' 8', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 215873', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 152109', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 175586', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 232614', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' State-gov', ' 229465', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Private', ' 147110', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 14344', ' 0', ' 40', ' United-States', ' >50K']\n", - "['43', ' Local-gov', ' 161240', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['29', ' Private', ' 358124', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 52', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 222529', ' Bachelors', ' 13', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 338320', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-inc', ' 62026', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' Private', ' 263886', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 310774', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 98155', ' Some-college', ' 10', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 259307', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 358753', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 40', ' United-States', ' >50K']\n", - "['41', ' Private', ' 29762', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['32', ' Private', ' 202729', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 28790', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 53209', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Local-gov', ' 169020', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 127195', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 211731', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 126614', ' Bachelors', ' 13', ' Divorced', ' Exec-managerial', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 30', ' Iran', ' <=50K']\n", - "['45', ' Private', ' 259463', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 228411', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 117827', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Federal-gov', ' 57216', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['46', ' State-gov', ' 250821', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['48', ' Self-emp-inc', ' 88564', ' Some-college', ' 10', ' Divorced', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 172822', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['19', ' Private', ' 251579', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 14', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 118399', ' 11th', ' 7', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-inc', ' 178383', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['40', ' Self-emp-not-inc', ' 170866', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['60', ' ?', ' 268954', ' Some-college', ' 10', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' >50K']\n", - "['52', ' ?', ' 89951', ' 12th', ' 8', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 203894', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 237065', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['51', ' Local-gov', ' 108435', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['32', ' Private', ' 93213', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 62', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 231230', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 386175', ' Some-college', ' 10', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['39', ' Private', ' 128392', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 223515', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 208630', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 1741', ' 38', ' United-States', ' <=50K']\n", - "['58', ' ?', ' 97969', ' 1st-4th', ' 2', ' Married-spouse-absent', ' ?', ' Unmarried', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 174295', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 60229', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 66095', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 130057', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 60', ' United-States', ' >50K']\n", - "['61', ' Private', ' 179743', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2051', ' 20', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 192022', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 45288', ' Bachelors', ' 13', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' ?', ' 178764', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 99476', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 41973', ' 11th', ' 7', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 162228', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 211968', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1762', ' 28', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 211226', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Other', ' Male', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 33397', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 120839', ' 12th', ' 8', ' Divorced', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 36327', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['50', ' Private', ' 139703', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['26', ' Private', ' 107827', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['46', ' Local-gov', ' 140219', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 8614', ' 0', ' 55', ' United-States', ' >50K']\n", - "['44', ' Local-gov', ' 203761', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Local-gov', ' 114719', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 344394', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 195516', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['40', ' State-gov', ' 31627', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['70', ' Private', ' 174032', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 226875', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 566537', ' Preschool', ' 1', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 40', ' Mexico', ' <=50K']\n", - "['18', ' Private', ' 36162', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 31478', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 2829', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['52', ' Private', ' 294991', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' ?', ' 108495', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 161532', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Local-gov', ' 332249', ' HS-grad', ' 9', ' Separated', ' Transport-moving', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 268147', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['56', ' Federal-gov', ' 317847', ' Bachelors', ' 13', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 52028', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Other-service', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Vietnam', ' <=50K']\n", - "['20', ' Private', ' 184045', ' Some-college', ' 10', ' Never-married', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 206609', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['59', ' Private', ' 152968', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Other-relative', ' White', ' Male', ' 3325', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 213015', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' Black', ' Male', ' 2176', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 313835', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 66385', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 5013', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 205940', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 1055', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 260938', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 60567', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3411', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 335067', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 331126', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 156612', ' 12th', ' 8', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 188436', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 227468', ' Some-college', ' 10', ' Widowed', ' Protective-serv', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 183580', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 50990', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 384246', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['26', ' ?', ' 375313', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['30', ' Private', ' 176410', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Own-child', ' White', ' Female', ' 7298', ' 0', ' 16', ' United-States', ' >50K']\n", - "['49', ' Private', ' 93639', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 30289', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-inc', ' 124950', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 126675', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 145964', ' 12th', ' 8', ' Never-married', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 345712', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' ?', ' 97474', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 180342', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 167087', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['65', ' ?', ' 192825', ' 7th-8th', ' 4', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 318749', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 35', ' Germany', ' <=50K']\n", - "['27', ' ?', ' 147638', ' Masters', ' 14', ' Never-married', ' ?', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['59', ' Federal-gov', ' 293971', ' Some-college', ' 10', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['32', ' Private', ' 229566', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['25', ' Private', ' 242464', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 111067', ' Bachelors', ' 13', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' >50K']\n", - "['21', ' ?', ' 155697', ' 9th', ' 5', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['49', ' Local-gov', ' 106554', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['49', ' Private', ' 23776', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['51', ' ?', ' 43909', ' HS-grad', ' 9', ' Divorced', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 105808', ' 9th', ' 5', ' Widowed', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 169995', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 141388', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Self-emp-not-inc', ' 241431', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 78374', ' HS-grad', ' 9', ' Never-married', ' ?', ' Other-relative', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['54', ' Self-emp-not-inc', ' 158948', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['66', ' Private', ' 115498', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 55', ' ?', ' >50K']\n", - "['34', ' Private', ' 272411', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 30529', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['62', ' ?', ' 263374', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Canada', ' <=50K']\n", - "['30', ' Private', ' 190228', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 126060', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 391192', ' Assoc-voc', ' 11', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 214069', ' HS-grad', ' 9', ' Separated', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 170871', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 60', ' United-States', ' >50K']\n", - "['55', ' Private', ' 118993', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 245880', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 174794', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 56', ' Germany', ' <=50K']\n", - "['61', ' Local-gov', ' 153408', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['34', ' ?', ' 330301', ' 7th-8th', ' 4', ' Separated', ' ?', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 385278', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 38434', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 111679', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 168956', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 86143', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 99835', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 263561', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 118536', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Self-emp-inc', ' 209691', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' Canada', ' <=50K']\n", - "['54', ' Private', ' 123374', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 137225', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['29', ' Private', ' 119359', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 10', ' China', ' >50K']\n", - "['56', ' Private', ' 134153', ' 10th', ' 6', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 121124', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 147655', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 165138', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Federal-gov', ' 312017', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 272950', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 259323', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Federal-gov', ' 281739', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 13550', ' 0', ' 50', ' United-States', ' >50K']\n", - "['21', ' Private', ' 119156', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 165881', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['23', ' State-gov', ' 136075', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 187465', ' 11th', ' 7', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 328561', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 350440', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Cambodia', ' >50K']\n", - "['38', ' Self-emp-not-inc', ' 109133', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' >50K']\n", - "['48', ' Private', ' 109814', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['39', ' Private', ' 86643', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['52', ' Federal-gov', ' 154521', ' HS-grad', ' 9', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' >50K']\n", - "['63', ' Private', ' 45912', ' HS-grad', ' 9', ' Widowed', ' Other-service', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 175070', ' HS-grad', ' 9', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 2258', ' 40', ' United-States', ' >50K']\n", - "['37', ' Private', ' 338033', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['26', ' State-gov', ' 158963', ' Masters', ' 14', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-inc', ' 121441', ' 11th', ' 7', ' Never-married', ' Exec-managerial', ' Other-relative', ' White', ' Male', ' 0', ' 2444', ' 40', ' United-States', ' >50K']\n", - "['47', ' Self-emp-not-inc', ' 242391', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 119964', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 193344', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' Germany', ' <=50K']\n", - "['29', ' Local-gov', ' 45554', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 249716', ' HS-grad', ' 9', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 58985', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 456367', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 117381', ' Some-college', ' 10', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['50', ' Self-emp-not-inc', ' 240922', ' Assoc-acdm', ' 12', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 1408', ' 5', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 226443', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 364342', ' Assoc-voc', ' 11', ' Never-married', ' Sales', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 101593', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 267471', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 186849', ' 11th', ' 7', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['65', ' Private', ' 174603', ' 5th-6th', ' 3', ' Widowed', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 10', ' Italy', ' <=50K']\n", - "['34', ' Private', ' 115040', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 142766', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 1055', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 59660', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['45', ' Self-emp-not-inc', ' 49595', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 80', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 127491', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 155933', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 1602', ' 8', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 122272', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 143771', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['59', ' Private', ' 91384', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 135874', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 207066', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 10520', ' 0', ' 45', ' United-States', ' >50K']\n", - "['51', ' Private', ' 172493', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 189956', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 106967', ' Masters', ' 14', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 200153', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 149943', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' Asian-Pac-Islander', ' Male', ' 4101', ' 0', ' 60', ' ?', ' <=50K']\n", - "['41', ' Private', ' 151736', ' 10th', ' 6', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 67852', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 54229', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['34', ' Self-emp-inc', ' 154120', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['44', ' Self-emp-not-inc', ' 157217', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['31', ' Federal-gov', ' 381645', ' Bachelors', ' 13', ' Separated', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Local-gov', ' 160785', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 133584', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 170230', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 250206', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 5178', ' 0', ' 40', ' United-States', ' >50K']\n", - "['19', ' Private', ' 128363', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['43', ' Local-gov', ' 163434', ' Bachelors', ' 13', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['50', ' Private', ' 195690', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 138991', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['46', ' Private', ' 118419', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-not-inc', ' 185407', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['52', ' Self-emp-not-inc', ' 283079', ' HS-grad', ' 9', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 119655', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 153416', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['19', ' ?', ' 204868', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 36', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 220362', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Local-gov', ' 203078', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' State-gov', ' 104361', ' Some-college', ' 10', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['68', ' Private', ' 274096', ' 10th', ' 6', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 455553', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 112283', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['41', ' Self-emp-inc', ' 64506', ' HS-grad', ' 9', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['22', ' State-gov', ' 24395', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['67', ' Self-emp-inc', ' 182581', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 20051', ' 0', ' 20', ' United-States', ' >50K']\n", - "['27', ' Private', ' 100669', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['25', ' Private', ' 178025', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 113913', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 55191', ' Assoc-acdm', ' 12', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['51', ' Federal-gov', ' 223206', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' Asian-Pac-Islander', ' Male', ' 15024', ' 0', ' 40', ' Vietnam', ' >50K']\n", - "['23', ' Local-gov', ' 162551', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' China', ' <=50K']\n", - "['19', ' Private', ' 693066', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 96867', ' 5th-6th', ' 3', ' Widowed', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 256362', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 539864', ' Some-college', ' 10', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 241153', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 284395', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 180039', ' 12th', ' 8', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 178416', ' Assoc-voc', ' 11', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 175710', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' ?', ' <=50K']\n", - "['22', ' Local-gov', ' 164775', ' 5th-6th', ' 3', ' Never-married', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Guatemala', ' >50K']\n", - "['55', ' Private', ' 176897', ' Some-college', ' 10', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 265097', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 193090', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 186009', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1672', ' 60', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 175262', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['19', ' Private', ' 109928', ' 11th', ' 7', ' Never-married', ' Sales', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 162834', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 177896', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['31', ' Private', ' 181372', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 70645', ' Preschool', ' 1', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 128272', ' 9th', ' 5', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 106723', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 122348', ' Some-college', ' 10', ' Never-married', ' Tech-support', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 177905', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 7688', ' 0', ' 44', ' United-States', ' >50K']\n", - "['22', ' Private', ' 254547', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' Jamaica', ' <=50K']\n", - "['47', ' Self-emp-inc', ' 102308', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 2415', ' 45', ' United-States', ' >50K']\n", - "['44', ' Private', ' 33105', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 215441', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['44', ' Local-gov', ' 197919', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 206139', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Private', ' 117849', ' Assoc-acdm', ' 12', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 44', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 323044', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' Germany', ' >50K']\n", - "['34', ' Private', ' 90415', ' Assoc-voc', ' 11', ' Never-married', ' Tech-support', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 294913', ' Prof-school', ' 15', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 127573', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 180190', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['45', ' State-gov', ' 231013', ' Bachelors', ' 13', ' Divorced', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 356015', ' HS-grad', ' 9', ' Separated', ' Craft-repair', ' Not-in-family', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 35', ' Hong', ' <=50K']\n", - "['33', ' Private', ' 198069', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-not-inc', ' 99141', ' HS-grad', ' 9', ' Divorced', ' Farming-fishing', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 188246', ' Assoc-acdm', ' 12', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['32', ' Self-emp-not-inc', ' 116508', ' Some-college', ' 10', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['44', ' Federal-gov', ' 38434', ' Bachelors', ' 13', ' Widowed', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['24', ' Private', ' 128477', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 91839', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 7688', ' 0', ' 20', ' United-States', ' >50K']\n", - "['43', ' Private', ' 409922', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 50', ' United-States', ' >50K']\n", - "['49', ' Private', ' 185041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Self-emp-not-inc', ' 103925', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 34037', ' Bachelors', ' 13', ' Never-married', ' Farming-fishing', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 251659', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 1485', ' 55', ' ?', ' >50K']\n", - "['19', ' Private', ' 57145', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 182108', ' Doctorate', ' 16', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['51', ' Self-emp-inc', ' 213296', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['51', ' Self-emp-inc', ' 28765', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['63', ' Private', ' 37792', ' 10th', ' 6', ' Widowed', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 31', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 232036', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['30', ' Private', ' 33678', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Without-pay', ' 159908', ' Some-college', ' 10', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 16', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 176761', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Other', ' Male', ' 0', ' 0', ' 40', ' Nicaragua', ' <=50K']\n", - "['32', ' Private', ' 260954', ' 11th', ' 7', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 30', ' United-States', ' <=50K']\n", - "['37', ' Local-gov', ' 180342', ' Bachelors', ' 13', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['47', ' Local-gov', ' 324791', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 50', ' United-States', ' >50K']\n", - "['31', ' Private', ' 183801', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 43', ' United-States', ' >50K']\n", - "['42', ' Private', ' 204235', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 249720', ' Assoc-voc', ' 11', ' Married-spouse-absent', ' Sales', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 127084', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 2042', ' 34', ' United-States', ' <=50K']\n", - "['42', ' Local-gov', ' 201495', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' United-States', ' >50K']\n", - "['38', ' Private', ' 447346', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 36', ' United-States', ' >50K']\n", - "['24', ' Private', ' 206008', ' Assoc-acdm', ' 12', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 286020', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['20', ' ?', ' 99891', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['29', ' Local-gov', ' 169544', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['90', ' Private', ' 313749', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 89182', ' 12th', ' 8', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['36', ' Private', ' 258102', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 255466', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 38795', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 311907', ' 11th', ' 7', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 171924', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 164488', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' <=50K']\n", - "['44', ' Private', ' 297991', ' Assoc-acdm', ' 12', ' Never-married', ' Exec-managerial', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 478315', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Local-gov', ' 34832', ' Doctorate', ' 16', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['21', ' Private', ' 67804', ' 9th', ' 5', ' Never-married', ' Machine-op-inspct', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 34568', ' Assoc-voc', ' 11', ' Never-married', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 47151', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['59', ' ?', ' 120617', ' Some-college', ' 10', ' Never-married', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 318046', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['29', ' Private', ' 363963', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 92811', ' Bachelors', ' 13', ' Married-civ-spouse', ' Tech-support', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 33678', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['42', ' Private', ' 66118', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 160474', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' >50K']\n", - "['44', ' Private', ' 159960', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 242987', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Columbia', ' <=50K']\n", - "['61', ' Private', ' 232719', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['65', ' Local-gov', ' 103153', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1411', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 162187', ' HS-grad', ' 9', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['59', ' Private', ' 207391', ' HS-grad', ' 9', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Never-worked', ' 176673', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 356882', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['24', ' Private', ' 427686', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Handlers-cleaners', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['42', ' Self-emp-inc', ' 191196', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 60', ' ?', ' >50K']\n", - "['37', ' Private', ' 377798', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3103', ' 0', ' 40', ' United-States', ' >50K']\n", - "['36', ' Private', ' 43712', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' ?', ' 205939', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['54', ' Private', ' 161691', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 2559', ' 40', ' United-States', ' >50K']\n", - "['34', ' Private', ' 346034', ' 12th', ' 8', ' Married-spouse-absent', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['41', ' Private', ' 144460', ' Some-college', ' 10', ' Divorced', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' Italy', ' <=50K']\n", - "['18', ' Never-worked', ' 153663', ' Some-college', ' 10', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 4', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 262617', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['23', ' Federal-gov', ' 173851', ' HS-grad', ' 9', ' Never-married', ' Armed-Forces', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 8', ' United-States', ' <=50K']\n", - "['63', ' ?', ' 126540', ' Some-college', ' 10', ' Divorced', ' ?', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 5', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 117963', ' Bachelors', ' 13', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['54', ' Private', ' 219737', ' HS-grad', ' 9', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 328466', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' Mexico', ' <=50K']\n", - "['54', ' State-gov', ' 138852', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Local-gov', ' 195532', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 43', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 188246', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' State-gov', ' 138162', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' State-gov', ' 110714', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 123075', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['28', ' Private', ' 330466', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 40', ' Hong', ' <=50K']\n", - "['31', ' Private', ' 254304', ' 10th', ' 6', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 435842', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 118657', ' 12th', ' 8', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 278188', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 233777', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 72', ' Mexico', ' <=50K']\n", - "['37', ' Self-emp-inc', ' 328466', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['24', ' Private', ' 176580', ' 5th-6th', ' 3', ' Married-spouse-absent', ' Farming-fishing', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['18', ' ?', ' 156608', ' 11th', ' 7', ' Never-married', ' ?', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 172415', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 194951', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 55', ' Ireland', ' <=50K']\n", - "['33', ' Local-gov', ' 318921', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['49', ' Private', ' 189462', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['75', ' Self-emp-not-inc', ' 192813', ' Masters', ' 14', ' Widowed', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['74', ' Self-emp-not-inc', ' 199136', ' Bachelors', ' 13', ' Widowed', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 15831', ' 0', ' 8', ' Germany', ' >50K']\n", - "['26', ' Private', ' 156805', ' Some-college', ' 10', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['66', ' ?', ' 93318', ' HS-grad', ' 9', ' Widowed', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 121966', ' Bachelors', ' 13', ' Married-spouse-absent', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 347336', ' 12th', ' 8', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 12', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 205950', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' State-gov', ' 212143', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['44', ' Private', ' 187821', ' Bachelors', ' 13', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 250807', ' 11th', ' 7', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 291755', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' Private', ' 36077', ' 7th-8th', ' 4', ' Married-spouse-absent', ' Machine-op-inspct', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 119793', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['36', ' Private', ' 184655', ' 10th', ' 6', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 162256', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 6849', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-not-inc', ' 204405', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 133355', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 89559', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 115066', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 42', ' United-States', ' >50K']\n", - "['46', ' Private', ' 139514', ' Preschool', ' 1', ' Married-civ-spouse', ' Machine-op-inspct', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 75', ' Dominican-Republic', ' <=50K']\n", - "['58', ' State-gov', ' 200316', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Local-gov', ' 166502', ' Masters', ' 14', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['63', ' Private', ' 226422', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 251305', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 190482', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 76', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 122215', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "['42', ' Private', ' 248356', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['90', ' Local-gov', ' 214594', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 2653', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 220460', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 174043', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Self-emp-not-inc', ' 137547', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 27828', ' 0', ' 40', ' Philippines', ' >50K']\n", - "['49', ' Self-emp-not-inc', ' 111959', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' Scotland', ' >50K']\n", - "['51', ' Private', ' 40641', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['22', ' Private', ' 205940', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 265077', ' Assoc-voc', ' 11', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Private', ' 395736', ' HS-grad', ' 9', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['40', ' Private', ' 306225', ' HS-grad', ' 9', ' Divorced', ' Craft-repair', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Japan', ' <=50K']\n", - "['28', ' Private', ' 180299', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 70', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 214896', ' HS-grad', ' 9', ' Separated', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' El-Salvador', ' <=50K']\n", - "['25', ' Private', ' 273792', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 37', ' United-States', ' <=50K']\n", - "['48', ' State-gov', ' 224474', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 271431', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 42', ' United-States', ' <=50K']\n", - "['44', ' Local-gov', ' 150171', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Federal-gov', ' 381789', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['62', ' Private', ' 170984', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 108256', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['59', ' Federal-gov', ' 23789', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['20', ' Private', ' 176321', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 260425', ' Assoc-acdm', ' 12', ' Separated', ' Tech-support', ' Unmarried', ' White', ' Female', ' 1471', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 248059', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 47', ' United-States', ' >50K']\n", - "['60', ' Private', ' 56248', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['55', ' Private', ' 199763', ' HS-grad', ' 9', ' Separated', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 81', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 200047', ' 12th', ' 8', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 191712', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Not-in-family', ' White', ' Male', ' 0', ' 1741', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Self-emp-not-inc', ' 156033', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 173736', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['56', ' Private', ' 135458', ' HS-grad', ' 9', ' Divorced', ' Tech-support', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 185660', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 222005', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Other-relative', ' White', ' Male', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 161510', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 40', ' United-States', ' >50K']\n", - "['53', ' Local-gov', ' 186303', ' Some-college', ' 10', ' Married-civ-spouse', ' Protective-serv', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 40', ' United-States', ' >50K']\n", - "['52', ' Local-gov', ' 143533', ' 7th-8th', ' 4', ' Never-married', ' Other-service', ' Other-relative', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Private', ' 288154', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 89', ' United-States', ' >50K']\n", - "['48', ' Private', ' 325372', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Portugal', ' <=50K']\n", - "['35', ' Private', ' 379959', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 168387', ' 11th', ' 7', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 234640', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 232475', ' Some-college', ' 10', ' Never-married', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 205152', ' Bachelors', ' 13', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 112115', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 183854', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 164386', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 149620', ' Some-college', ' 10', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 199590', ' 5th-6th', ' 3', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' ?', ' <=50K']\n", - "['29', ' Private', ' 83742', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['57', ' Self-emp-not-inc', ' 65080', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 191335', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 1902', ' 50', ' United-States', ' >50K']\n", - "['20', ' Private', ' 227778', ' Some-college', ' 10', ' Never-married', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 48280', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 66304', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['23', ' Private', ' 45834', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 298995', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 161950', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 98776', ' 11th', ' 7', ' Widowed', ' Handlers-cleaners', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 102268', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['23', ' Private', ' 180771', ' 1st-4th', ' 2', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' Amer-Indian-Eskimo', ' Female', ' 0', ' 0', ' 35', ' Mexico', ' <=50K']\n", - "['20', ' ?', ' 203992', ' HS-grad', ' 9', ' Never-married', ' ?', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 206878', ' HS-grad', ' 9', ' Divorced', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['39', ' Federal-gov', ' 110622', ' Bachelors', ' 13', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 40', ' Philippines', ' <=50K']\n", - "['51', ' Local-gov', ' 203334', ' Doctorate', ' 16', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['61', ' Self-emp-not-inc', ' 50483', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Farming-fishing', ' Husband', ' White', ' Male', ' 0', ' 0', ' 56', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 274502', ' 7th-8th', ' 4', ' Divorced', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 208068', ' Preschool', ' 1', ' Divorced', ' Other-service', ' Not-in-family', ' Other', ' Male', ' 0', ' 0', ' 72', ' Mexico', ' <=50K']\n", - "['41', ' Self-emp-not-inc', ' 168098', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 213307', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Female', ' 7443', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 175128', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 40955', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['19', ' Private', ' 60890', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 49', ' United-States', ' <=50K']\n", - "['66', ' Self-emp-not-inc', ' 102686', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['23', ' Private', ' 190273', ' Bachelors', ' 13', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Self-emp-not-inc', ' 176185', ' Some-college', ' 10', ' Married-spouse-absent', ' Craft-repair', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['53', ' Private', ' 304504', ' Some-college', ' 10', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 1887', ' 45', ' United-States', ' >50K']\n", - "['25', ' Private', ' 390657', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 41381', ' HS-grad', ' 9', ' Never-married', ' Sales', ' Own-child', ' White', ' Female', ' 0', ' 1602', ' 20', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 101432', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 190682', ' HS-grad', ' 9', ' Widowed', ' Craft-repair', ' Not-in-family', ' Black', ' Female', ' 0', ' 1669', ' 50', ' United-States', ' <=50K']\n", - "['53', ' Private', ' 158993', ' HS-grad', ' 9', ' Widowed', ' Machine-op-inspct', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['17', ' Private', ' 117798', ' 10th', ' 6', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 137554', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['44', ' Self-emp-inc', ' 71556', ' Masters', ' 14', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' >50K']\n", - "['38', ' Private', ' 257416', ' 9th', ' 5', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 195617', ' Some-college', ' 10', ' Separated', ' Exec-managerial', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 236318', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 42251', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['50', ' Private', ' 257933', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Self-emp-not-inc', ' 109133', ' Bachelors', ' 13', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['30', ' Self-emp-not-inc', ' 261943', ' 11th', ' 7', ' Married-spouse-absent', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 30', ' Honduras', ' <=50K']\n", - "['33', ' Private', ' 139057', ' Masters', ' 14', ' Married-civ-spouse', ' Tech-support', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['36', ' Private', ' 237943', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 1977', ' 45', ' United-States', ' >50K']\n", - "['85', ' Private', ' 98611', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 3', ' Poland', ' <=50K']\n", - "['62', ' Private', ' 128092', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 284317', ' Bachelors', ' 13', ' Never-married', ' Machine-op-inspct', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['48', ' Self-emp-inc', ' 185041', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 7298', ' 0', ' 50', ' United-States', ' >50K']\n", - "['58', ' Local-gov', ' 223214', ' HS-grad', ' 9', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Self-emp-inc', ' 173664', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' >50K']\n", - "['66', ' Private', ' 269665', ' HS-grad', ' 9', ' Widowed', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['37', ' Private', ' 121521', ' Prof-school', ' 15', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 15024', ' 0', ' 45', ' United-States', ' >50K']\n", - "['55', ' Private', ' 199713', ' 9th', ' 5', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['39', ' Self-emp-not-inc', ' 193689', ' HS-grad', ' 9', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['58', ' Self-emp-inc', ' 181974', ' Doctorate', ' 16', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 99', ' ?', ' <=50K']\n", - "['50', ' Private', ' 485710', ' Doctorate', ' 16', ' Divorced', ' Prof-specialty', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 185647', ' Some-college', ' 10', ' Divorced', ' Handlers-cleaners', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 30673', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['41', ' Federal-gov', ' 160467', ' Masters', ' 14', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 1506', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 186819', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 52', ' United-States', ' >50K']\n", - "['22', ' Private', ' 67234', ' HS-grad', ' 9', ' Never-married', ' Handlers-cleaners', ' Unmarried', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['35', ' Private', ' 30673', ' 12th', ' 8', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 84', ' United-States', ' <=50K']\n", - "['49', ' ?', ' 114648', ' 12th', ' 8', ' Divorced', ' ?', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['21', ' Private', ' 182117', ' Assoc-acdm', ' 12', ' Never-married', ' Other-service', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['64', ' State-gov', ' 222966', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Other-service', ' Wife', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' Private', ' 201495', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['52', ' Private', ' 301229', ' Assoc-voc', ' 11', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 157747', ' Some-college', ' 10', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 155382', ' Some-college', ' 10', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['48', ' Private', ' 268083', ' Some-college', ' 10', ' Divorced', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['28', ' Private', ' 113987', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['24', ' Private', ' 216984', ' Some-college', ' 10', ' Married-civ-spouse', ' Other-service', ' Own-child', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['51', ' Private', ' 177669', ' Some-college', ' 10', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 164190', ' Some-college', ' 10', ' Never-married', ' Exec-managerial', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['61', ' Private', ' 355645', ' HS-grad', ' 9', ' Married-civ-spouse', ' Sales', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['60', ' ?', ' 134152', ' 9th', ' 5', ' Divorced', ' ?', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 63079', ' HS-grad', ' 9', ' Divorced', ' Adm-clerical', ' Unmarried', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['42', ' Self-emp-not-inc', ' 217597', ' HS-grad', ' 9', ' Divorced', ' Sales', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 50', ' ?', ' <=50K']\n", - "['24', ' Private', ' 381895', ' 11th', ' 7', ' Divorced', ' Machine-op-inspct', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['82', ' ?', ' 403910', ' HS-grad', ' 9', ' Never-married', ' ?', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 3', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 179010', ' Some-college', ' 10', ' Never-married', ' Craft-repair', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 65', ' United-States', ' <=50K']\n", - "['18', ' Private', ' 436163', ' 11th', ' 7', ' Never-married', ' Prof-specialty', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 321709', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 28', ' United-States', ' <=50K']\n", - "['57', ' Private', ' 153918', ' HS-grad', ' 9', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['25', ' Private', ' 403788', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Other-relative', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 60567', ' 11th', ' 7', ' Divorced', ' Transport-moving', ' Unmarried', ' White', ' Male', ' 0', ' 880', ' 60', ' United-States', ' <=50K']\n", - "['71', ' Private', ' 138145', ' 9th', ' 5', ' Married-civ-spouse', ' Other-service', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['35', ' Local-gov', ' 79649', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['47', ' Private', ' 312088', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['50', ' Private', ' 208630', ' Masters', ' 14', ' Divorced', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 50', ' United-States', ' >50K']\n", - "['33', ' Private', ' 182401', ' 10th', ' 6', ' Never-married', ' Adm-clerical', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 32916', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['50', ' Private', ' 302372', ' Bachelors', ' 13', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['45', ' Private', ' 155093', ' 10th', ' 6', ' Divorced', ' Other-service', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 38', ' Dominican-Republic', ' <=50K']\n", - "['32', ' Private', ' 192965', ' HS-grad', ' 9', ' Separated', ' Sales', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['39', ' Private', ' 107302', ' HS-grad', ' 9', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' ?', ' >50K']\n", - "['25', ' Local-gov', ' 514716', ' Bachelors', ' 13', ' Never-married', ' Adm-clerical', ' Own-child', ' Black', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['20', ' Private', ' 270436', ' HS-grad', ' 9', ' Never-married', ' Machine-op-inspct', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['46', ' Private', ' 42972', ' Masters', ' 14', ' Married-civ-spouse', ' Prof-specialty', ' Wife', ' White', ' Female', ' 0', ' 0', ' 22', ' United-States', ' >50K']\n", - "['40', ' Private', ' 142657', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['66', ' Federal-gov', ' 47358', ' 10th', ' 6', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 3471', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 176175', ' Assoc-voc', ' 11', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 24', ' United-States', ' <=50K']\n", - "['36', ' Private', ' 131459', ' 7th-8th', ' 4', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['57', ' Local-gov', ' 110417', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 99999', ' 0', ' 40', ' United-States', ' >50K']\n", - "['46', ' Private', ' 364548', ' Some-college', ' 10', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 48', ' United-States', ' >50K']\n", - "['27', ' Private', ' 177398', ' HS-grad', ' 9', ' Never-married', ' Other-service', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 64', ' United-States', ' <=50K']\n", - "['33', ' Private', ' 273243', ' HS-grad', ' 9', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' Black', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['58', ' Private', ' 147707', ' 11th', ' 7', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['30', ' Private', ' 77266', ' HS-grad', ' 9', ' Divorced', ' Transport-moving', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 55', ' United-States', ' <=50K']\n", - "['26', ' Private', ' 191648', ' Assoc-acdm', ' 12', ' Never-married', ' Machine-op-inspct', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 15', ' United-States', ' <=50K']\n", - "['81', ' ?', ' 120478', ' Assoc-voc', ' 11', ' Divorced', ' ?', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 1', ' ?', ' <=50K']\n", - "['32', ' Private', ' 211349', ' 10th', ' 6', ' Married-civ-spouse', ' Transport-moving', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 203715', ' Some-college', ' 10', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 292592', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Wife', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['29', ' Private', ' 125976', ' HS-grad', ' 9', ' Separated', ' Sales', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['35', ' ?', ' 320084', ' Bachelors', ' 13', ' Married-civ-spouse', ' ?', ' Wife', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' ?', ' 33811', ' Bachelors', ' 13', ' Never-married', ' ?', ' Not-in-family', ' Asian-Pac-Islander', ' Female', ' 0', ' 0', ' 99', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 204461', ' Doctorate', ' 16', ' Married-civ-spouse', ' Prof-specialty', ' Husband', ' White', ' Male', ' 0', ' 0', ' 60', ' United-States', ' >50K']\n", - "['54', ' Private', ' 337992', ' Bachelors', ' 13', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 50', ' Japan', ' >50K']\n", - "['37', ' Private', ' 179137', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 39', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 325033', ' 12th', ' 8', ' Never-married', ' Protective-serv', ' Own-child', ' Black', ' Male', ' 0', ' 0', ' 35', ' United-States', ' <=50K']\n", - "['34', ' Private', ' 160216', ' Bachelors', ' 13', ' Never-married', ' Exec-managerial', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 55', ' United-States', ' >50K']\n", - "['30', ' Private', ' 345898', ' HS-grad', ' 9', ' Never-married', ' Craft-repair', ' Not-in-family', ' Black', ' Male', ' 0', ' 0', ' 46', ' United-States', ' <=50K']\n", - "['38', ' Private', ' 139180', ' Bachelors', ' 13', ' Divorced', ' Prof-specialty', ' Unmarried', ' Black', ' Female', ' 15020', ' 0', ' 45', ' United-States', ' >50K']\n", - "['71', ' ?', ' 287372', ' Doctorate', ' 16', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 10', ' United-States', ' >50K']\n", - "['45', ' State-gov', ' 252208', ' HS-grad', ' 9', ' Separated', ' Adm-clerical', ' Own-child', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['41', ' ?', ' 202822', ' HS-grad', ' 9', ' Separated', ' ?', ' Not-in-family', ' Black', ' Female', ' 0', ' 0', ' 32', ' United-States', ' <=50K']\n", - "['72', ' ?', ' 129912', ' HS-grad', ' 9', ' Married-civ-spouse', ' ?', ' Husband', ' White', ' Male', ' 0', ' 0', ' 25', ' United-States', ' <=50K']\n", - "['45', ' Local-gov', ' 119199', ' Assoc-acdm', ' 12', ' Divorced', ' Prof-specialty', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 48', ' United-States', ' <=50K']\n", - "['31', ' Private', ' 199655', ' Masters', ' 14', ' Divorced', ' Other-service', ' Not-in-family', ' Other', ' Female', ' 0', ' 0', ' 30', ' United-States', ' <=50K']\n", - "['39', ' Local-gov', ' 111499', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Adm-clerical', ' Wife', ' White', ' Female', ' 0', ' 0', ' 20', ' United-States', ' >50K']\n", - "['37', ' Private', ' 198216', ' Assoc-acdm', ' 12', ' Divorced', ' Tech-support', ' Not-in-family', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 260761', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' Mexico', ' <=50K']\n", - "['65', ' Self-emp-not-inc', ' 99359', ' Prof-school', ' 15', ' Never-married', ' Prof-specialty', ' Not-in-family', ' White', ' Male', ' 1086', ' 0', ' 60', ' United-States', ' <=50K']\n", - "['43', ' State-gov', ' 255835', ' Some-college', ' 10', ' Divorced', ' Adm-clerical', ' Other-relative', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Self-emp-not-inc', ' 27242', ' Some-college', ' 10', ' Married-civ-spouse', ' Craft-repair', ' Husband', ' White', ' Male', ' 0', ' 0', ' 50', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 34066', ' 10th', ' 6', ' Married-civ-spouse', ' Handlers-cleaners', ' Husband', ' Amer-Indian-Eskimo', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['43', ' Private', ' 84661', ' Assoc-voc', ' 11', ' Married-civ-spouse', ' Sales', ' Husband', ' White', ' Male', ' 0', ' 0', ' 45', ' United-States', ' <=50K']\n", - "['32', ' Private', ' 116138', ' Masters', ' 14', ' Never-married', ' Tech-support', ' Not-in-family', ' Asian-Pac-Islander', ' Male', ' 0', ' 0', ' 11', ' Taiwan', ' <=50K']\n", - "['53', ' Private', ' 321865', ' Masters', ' 14', ' Married-civ-spouse', ' Exec-managerial', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['22', ' Private', ' 310152', ' Some-college', ' 10', ' Never-married', ' Protective-serv', ' Not-in-family', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['27', ' Private', ' 257302', ' Assoc-acdm', ' 12', ' Married-civ-spouse', ' Tech-support', ' Wife', ' White', ' Female', ' 0', ' 0', ' 38', ' United-States', ' <=50K']\n", - "['40', ' Private', ' 154374', ' HS-grad', ' 9', ' Married-civ-spouse', ' Machine-op-inspct', ' Husband', ' White', ' Male', ' 0', ' 0', ' 40', ' United-States', ' >50K']\n", - "['58', ' Private', ' 151910', ' HS-grad', ' 9', ' Widowed', ' Adm-clerical', ' Unmarried', ' White', ' Female', ' 0', ' 0', ' 40', ' United-States', ' <=50K']\n", - "['22', ' Private', ' 201490', ' HS-grad', ' 9', ' Never-married', ' Adm-clerical', ' Own-child', ' White', ' Male', ' 0', ' 0', ' 20', ' United-States', ' <=50K']\n", - "['52', ' Self-emp-inc', ' 287927', ' HS-grad', ' 9', ' Married-civ-spouse', ' Exec-managerial', ' Wife', ' White', ' Female', ' 15024', ' 0', ' 40', ' United-States', ' >50K']\n", - "[]\n" - ] - } - ], + "outputs": [], "source": [ "import csv # NEW STUFF !\n", "\n", @@ -32720,311 +142,21 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
39State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
050Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
138Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
253Private23472111th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
328Private338409Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
437Private284582Masters14Married-civ-spouseExec-managerialWifeWhiteFemale0040United-States<=50K
................................................
3255527Private257302Assoc-acdm12Married-civ-spouseTech-supportWifeWhiteFemale0038United-States<=50K
3255640Private154374HS-grad9Married-civ-spouseMachine-op-inspctHusbandWhiteMale0040United-States>50K
3255758Private151910HS-grad9WidowedAdm-clericalUnmarriedWhiteFemale0040United-States<=50K
3255822Private201490HS-grad9Never-marriedAdm-clericalOwn-childWhiteMale0020United-States<=50K
3255952Self-emp-inc287927HS-grad9Married-civ-spouseExec-managerialWifeWhiteFemale15024040United-States>50K
\n", - "

32560 rows × 15 columns

\n", - "
" - ], - "text/plain": [ - " 39 State-gov 77516 Bachelors 13 Never-married \\\n", - "0 50 Self-emp-not-inc 83311 Bachelors 13 Married-civ-spouse \n", - "1 38 Private 215646 HS-grad 9 Divorced \n", - "2 53 Private 234721 11th 7 Married-civ-spouse \n", - "3 28 Private 338409 Bachelors 13 Married-civ-spouse \n", - "4 37 Private 284582 Masters 14 Married-civ-spouse \n", - "... .. ... ... ... ... ... \n", - "32555 27 Private 257302 Assoc-acdm 12 Married-civ-spouse \n", - "32556 40 Private 154374 HS-grad 9 Married-civ-spouse \n", - "32557 58 Private 151910 HS-grad 9 Widowed \n", - "32558 22 Private 201490 HS-grad 9 Never-married \n", - "32559 52 Self-emp-inc 287927 HS-grad 9 Married-civ-spouse \n", - "\n", - " Adm-clerical Not-in-family White Male 2174 0 40 \\\n", - "0 Exec-managerial Husband White Male 0 0 13 \n", - "1 Handlers-cleaners Not-in-family White Male 0 0 40 \n", - "2 Handlers-cleaners Husband Black Male 0 0 40 \n", - "3 Prof-specialty Wife Black Female 0 0 40 \n", - "4 Exec-managerial Wife White Female 0 0 40 \n", - "... ... ... ... ... ... .. ... \n", - "32555 Tech-support Wife White Female 0 0 38 \n", - "32556 Machine-op-inspct Husband White Male 0 0 40 \n", - "32557 Adm-clerical Unmarried White Female 0 0 40 \n", - "32558 Adm-clerical Own-child White Male 0 0 20 \n", - "32559 Exec-managerial Wife White Female 15024 0 40 \n", - "\n", - " United-States <=50K \n", - "0 United-States <=50K \n", - "1 United-States <=50K \n", - "2 United-States <=50K \n", - "3 Cuba <=50K \n", - "4 United-States <=50K \n", - "... ... ... \n", - "32555 United-States <=50K \n", - "32556 United-States >50K \n", - "32557 United-States <=50K \n", - "32558 United-States <=50K \n", - "32559 United-States >50K \n", - "\n", - "[32560 rows x 15 columns]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv('../Data/adult.csv')\n", - "df" + "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The table you see in the previous cell is a \"DataFrame\" one of the most important non-core data types you'll use in data science field. We'll learn more about dataframes later in the course." + "The table you see in the previous cell is a `DataFrame`, one of the most important non-core data types you'll use in data science field. We'll learn more about dataframes later in the course." ] } ], @@ -33043,8 +175,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -33066,5 +197,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Lessons/13-Libraries.ipynb b/Lessons/13-Libraries.ipynb index 0ff16c6..4cbe001 100644 --- a/Lessons/13-Libraries.ipynb +++ b/Lessons/13-Libraries.ipynb @@ -4,19 +4,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# libraries" + "# Libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the previous lessons, in order to read a csv file, we did this:" + "In the previous lessons, in order to read a `CSV` file, we did this:" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -28,9 +28,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The reason we did this is because like lots of other functionalities, reading csv files doesn't exist as a built-in function in Python language. Instead there are various libraries that has modules that are capable of performing those certain functions. To use these modules you need to import them in your code. This is exactly we've done in the csv section. \n", + "The reason we did this is because, like many other functionalities, reading `CSV` files is not provided as a built-in function in Python. Instead, there are various libraries that contain modules capable of performing specific tasks. To use these modules, you need to import them into your code—just like we did in the `CSV` section.\n", "\n", - "The following figure shows the simplified structure of Python's modules:\n", + "The following figure shows a simplified structure of Python’s modules:\n", "\n", "" ] @@ -39,50 +39,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "There are different ways to import a package or a specific module of it:" + "There are different ways to import a package or a specific module from it:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Importing a library as a whole. \n", - "For example the following code imports **re** package (regex) but not any module inside it specifically. It means for example if I want to use one of its functions, let's say **sub** function, I need to use **re.** before function name:" + "## Importing a library as a whole. \n", + "For example the following code imports `re` package (regex) but not any module inside it specifically. It means that, for example, if I want to use one of its functions, let's say `sub`, I need to use `re.` before the function name:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'HeyWait'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import re\n", - "re.sub('\\W', '', 'Hey..,Wait!')" + "re.sub('W', '', 'Hey..,Wait!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "It's possible to import modules as an alias. We usually do this when either dealing with not son short library names or there is a convention to do so:" + "It’s possible to import modules using an alias. This is commonly done either when the library name is not very short or when there’s a widely accepted convention to do so." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Importing a specific module" + "## Importing a specific module" ] }, { @@ -94,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -110,13 +99,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from pprint import *" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, importing everything from a module can clutter your namespace and make it unclear where functions or variables come from. It can also lead to name conflicts and unexpected behavior in your code." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -176,28 +172,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Internal Python Libraries\n", - "\n", - "The Python Standard Library is included with your Python installation. It contains a wide range of modules that provide access to system functionality, such as file I/O, system calls, sockets, and even interfaces to graphical user interface toolkits like Tk. To use a standard library module, you simply need to import it into your Python script.\n", + "## Internal Python Libraries\n", "\n", - "#### Example: Working with the `json` Module\n", - "The `json` module is part of the Python Standard Library and provides a simple way to encode and decode JSON data." + "The Python Standard Library is included with your Python installation. It contains a wide range of modules that provide access to system functionality, such as file I/O, system calls, sockets, and even interfaces to graphical user interface toolkits like Tk. To use a standard library module, you simply need to import it into your Python script." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example: Working with the `json` Module\n", + "The `json` module is part of the Python Standard Library and provides a simple way to encode and decode `JSON` data." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{\"name\": \"John Doe\", \"age\": 29, \"is_student\": false}\n", - "{'name': 'John Doe', 'age': 29, 'is_student': False}\n" - ] - } - ], + "outputs": [], "source": [ "import json\n", "\n", @@ -217,29 +209,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### External Python Libraries\n", - "\n", - "External libraries are not included with the Python Standard Library and need to be installed separately using package managers like `pip`. These libraries provide additional functionality, such as data analysis and visualization (pandas, matplotlib), web development (Django, Flask), and machine learning (scikit-learn, TensorFlow).\n", - "\n", + "## External Python Libraries\n", "\n", + "External libraries are not included with the Python Standard Library and need to be installed separately using package managers like `pip`. These libraries provide additional functionality, such as data analysis and visualization (pandas, matplotlib), web development (Django, Flask), and machine learning (scikit-learn, TensorFlow)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "#### Example: Using the `requests` Library\n", "The `requests` library is used for making HTTP requests in Python. It's not included in the standard library, so you need to install it first." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Success!\n", - "{'current_user_url': 'https://api.github.com/user', 'current_user_authorizations_html_url': 'https://github.com/settings/connections/applications{/client_id}', 'authorizations_url': 'https://api.github.com/authorizations', 'code_search_url': 'https://api.github.com/search/code?q={query}{&page,per_page,sort,order}', 'commit_search_url': 'https://api.github.com/search/commits?q={query}{&page,per_page,sort,order}', 'emails_url': 'https://api.github.com/user/emails', 'emojis_url': 'https://api.github.com/emojis', 'events_url': 'https://api.github.com/events', 'feeds_url': 'https://api.github.com/feeds', 'followers_url': 'https://api.github.com/user/followers', 'following_url': 'https://api.github.com/user/following{/target}', 'gists_url': 'https://api.github.com/gists{/gist_id}', 'hub_url': 'https://api.github.com/hub', 'issue_search_url': 'https://api.github.com/search/issues?q={query}{&page,per_page,sort,order}', 'issues_url': 'https://api.github.com/issues', 'keys_url': 'https://api.github.com/user/keys', 'label_search_url': 'https://api.github.com/search/labels?q={query}&repository_id={repository_id}{&page,per_page}', 'notifications_url': 'https://api.github.com/notifications', 'organization_url': 'https://api.github.com/orgs/{org}', 'organization_repositories_url': 'https://api.github.com/orgs/{org}/repos{?type,page,per_page,sort}', 'organization_teams_url': 'https://api.github.com/orgs/{org}/teams', 'public_gists_url': 'https://api.github.com/gists/public', 'rate_limit_url': 'https://api.github.com/rate_limit', 'repository_url': 'https://api.github.com/repos/{owner}/{repo}', 'repository_search_url': 'https://api.github.com/search/repositories?q={query}{&page,per_page,sort,order}', 'current_user_repositories_url': 'https://api.github.com/user/repos{?type,page,per_page,sort}', 'starred_url': 'https://api.github.com/user/starred{/owner}{/repo}', 'starred_gists_url': 'https://api.github.com/gists/starred', 'topic_search_url': 'https://api.github.com/search/topics?q={query}{&page,per_page}', 'user_url': 'https://api.github.com/users/{user}', 'user_organizations_url': 'https://api.github.com/user/orgs', 'user_repositories_url': 'https://api.github.com/users/{user}/repos{?type,page,per_page,sort}', 'user_search_url': 'https://api.github.com/search/users?q={query}{&page,per_page,sort,order}'}\n" - ] - } - ], + "outputs": [], "source": [ "import requests\n", "\n", @@ -261,7 +248,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Best Practices\n", + "## Best Practices\n", "- **Virtual Environments:** It's a best practice to use virtual environments (e.g., `venv`, `virtualenv`) to manage your Python projects and their dependencies. This helps to avoid conflicts between library versions across different projects.\n", "- **Read the Docs:** Whether you are using an internal or external library, always refer to the official documentation to understand how to use it effectively. The documentation will provide you with a detailed explanation of the library's functionality, as well as examples of how to use it.\n", "- **Keep Dependencies Updated:** Regularly update your project's dependencies to benefit from the latest features, performance improvements, and security patches.\n", @@ -285,8 +272,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -308,5 +294,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Lessons/14-OOP.ipynb b/Lessons/14-OOP.ipynb index 0e0e87d..8a413dc 100644 --- a/Lessons/14-OOP.ipynb +++ b/Lessons/14-OOP.ipynb @@ -4,29 +4,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Object Oriented Programming" + "# Object Oriented Programming" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Class and Object definition" + "## Class and Object definition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Object oriented programming is not limited just to Python. Almost all moder programming languages benefit from this paradigm.\n", - "In fact, OOP is a complex subject and due to our lack of time we can't go through all of them. Here I try to make you familiar with very basic and simple of OOP concepts. \n", + "Object oriented programming isn't unique to Python. Almost all modern programming languages benefit from this paradigm.\n", + "OOP is a complex topic, and due to time constraints, we can only cover the basics. Here I try to familiarize you with very basic and simple OOP concepts. \n", "\n", - "To start, let's imagine that we want to manage our pets' data in python. Since all of our pets are animals, we can do so by creating an objecy - a class - which serves us as a blueprint or template. The following is the most simple way possible to create a class:" + "To begin, let’s imagine we want to manage our pets’ data in Python. Since all our pets are animals, we can create an object - a class - that acts as a blueprint or template. Below is the simplest possible way to create a class:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -39,12 +39,12 @@ "metadata": {}, "source": [ "Ok, imagine that I have a cat names __Oliver__ and a dog named __Zoli__. \n", - "For each one, First I create an _Animal_ instance and then I add information (Attributes) to it:" + "For each one, first I create an _Animal_ instance and then I add information (_Attributes_) to it:" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -62,12 +62,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now let's use _fstring_ to print info we've added for Oliver and Zoli:" + "Now let's use `fstring` to print info we've added for `oliver` and `zoli`:" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -92,10 +92,10 @@ "evalue": "'Animal' object has no attribute 'kind'", "output_type": "error", "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[4], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mZoli is a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[43mzoli\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkind\u001b[49m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, she is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mcolor\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and she is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mage\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m years old!\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mAttributeError\u001b[0m: 'Animal' object has no attribute 'kind'" + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[6], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mZoli is a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mkind\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, she is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mcolor\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and she is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mage\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m years old!\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[1;31mAttributeError\u001b[0m: 'Animal' object has no attribute 'kind'" ] } ], @@ -107,13 +107,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Oops! It seems I forgot to add _kind_ to _Zoli_ instance. This happens, specially when we're sealing with multiple stances and _Attributes_.\n", + "Oops! It seems I forgot to add `kind` to the `zoli` instance. This happens, specially when we're sealing with multiple stances and _Attributes_.\n", "The better (correct?) way to create a class is to initialize it with arguments:" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -129,12 +129,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this way, instead of crating an emopth instance and then adding attributes to it later, we add them when we' re creating the instance:" + "In this way, instead of crating an empty instance and then adding attributes to it later, we add them when we' re creating the instance:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -165,12 +165,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now that we have successfully created the class and inizialized it, we can add a method to it : __greet__ !" + "Now that we have successfully created the class and inizialized it, we can add a method to it : `greet`!" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -198,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -233,11 +233,12 @@ ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ + "
\n", + "Solution\n", + "\n", "class Animal:\n", " def __init__(self, name, kind, color, age, gender):\n", " self.name = name\n", @@ -257,29 +258,15 @@ " else:\n", " y = 'year'\n", " \n", - " print(f'{self.name} is a {self.kind}, {pronoun} is {self.color} and {pronoun} is {self.age} {y} old!')" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Oliver is a cat, he is black and he is 1 year old!\n", - "Zoli is a dog, she is black & white and she is 8 years old!\n" - ] - } - ], - "source": [ + " print(f'{self.name} is a {self.kind}, {pronoun} is {self.color} and {pronoun} is {self.age} {y} old!')\n", + "\n", "a1 = Animal('Oliver', 'cat', 'black', 1, 'm')\n", "a1.greet()\n", "\n", "a2 = Animal('Zoli', 'dog', 'black & white', 8, 'F')\n", - "a2.greet()" + "a2.greet()\n", + "\n", + "
" ] } ], @@ -299,7 +286,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.13.2" }, "toc": { "base_numbering": 1, @@ -321,5 +308,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From 716881e0f62baeea0758e6ea1d896c9179b30bee Mon Sep 17 00:00:00 2001 From: Gabriele Di Corato Date: Thu, 24 Apr 2025 17:04:54 +0200 Subject: [PATCH 8/8] Reviewed lesson 15 on pandas --- Lessons/14-OOP.ipynb | 66 +- Lessons/15-Pandas.ipynb | 9048 ++++----------------------------------- 2 files changed, 737 insertions(+), 8377 deletions(-) diff --git a/Lessons/14-OOP.ipynb b/Lessons/14-OOP.ipynb index 8a413dc..6b3ea25 100644 --- a/Lessons/14-OOP.ipynb +++ b/Lessons/14-OOP.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -67,38 +67,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Oliver is a cat, he is black and he is 1 year old!\n" - ] - } - ], + "outputs": [], "source": [ "print(f'Oliver is a {oliver.kind}, he is {oliver.color} and he is {oliver.age} year old!')" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'Animal' object has no attribute 'kind'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[6], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mZoli is a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mkind\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, she is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mcolor\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and she is \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mzoli\u001b[38;5;241m.\u001b[39mage\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m years old!\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[1;31mAttributeError\u001b[0m: 'Animal' object has no attribute 'kind'" - ] - } - ], + "outputs": [], "source": [ "print(f'Zoli is a {zoli.kind}, she is {zoli.color} and she is {zoli.age} years old!')" ] @@ -113,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -134,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -144,18 +124,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Oliver is a cat, he is black and he is 1 year old!\n", - "Zoli is a dog, she is black & white and she is 8 years old!\n" - ] - } - ], + "outputs": [], "source": [ "print(f'Oliver is a {oliver.kind}, he is {oliver.color} and he is {oliver.age} year old!')\n", "print(f'Zoli is a {zoli.kind}, she is {zoli.color} and she is {zoli.age} years old!')" @@ -170,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -198,17 +169,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Animal is a cat, he is black and he is 1 year old!\n" - ] - } - ], + "outputs": [], "source": [ "oliver = Animal('cat', 'black', 1, 'm')\n", "oliver.greet()" @@ -285,8 +248,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.2" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, diff --git a/Lessons/15-Pandas.ipynb b/Lessons/15-Pandas.ipynb index 904d498..79b5e3a 100644 --- a/Lessons/15-Pandas.ipynb +++ b/Lessons/15-Pandas.ipynb @@ -18,8 +18,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Pandas is one of the mostly used libraries in Python for data cleaning, wrangling and analysis. It has a wide range of tools to deal with almost all data types and forms together with statistical and even visualization tools.\n", - "Due to large number of tools within Pandas library we're only going to see the most important parts of them together but I highly suggest the book [Python for Data Analysis](https://www.oreilly.com/library/view/python-for-data/9781491957653/) written by creator of the Pandas library [Wes McKinney](https://wesmckinney.com/). Here also you can find some good resources for Pandas: [link](https://www.dataschool.io/best-python-pandas-resources/) and of course don't forget to watch Mark Ham [YouTube Series](https://www.youtube.com/watch?v=yzIMircGU5I&list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y&index=2&t=232s)" + "Pandas is one of the most widely used libraries in Python for data cleaning, wrangling and analysis. It has a wide range of tools to deal with almost all data types and forms together with statistical and even visualization tools.\n", + "Due to large number of tools within the Pandas library, we're only going to see the most important parts of them together but I highly suggest the book [Python for Data Analysis](https://www.oreilly.com/library/view/python-for-data/9781491957653/) written by the creator of the Pandas library [Wes McKinney](https://wesmckinney.com/). Here you can also find some good resources for Pandas: [link](https://www.dataschool.io/best-python-pandas-resources/) and of course don't forget to watch Mark Ham's [YouTube Series](https://www.youtube.com/watch?v=yzIMircGU5I&list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y&index=2&t=232s)." ] }, { @@ -30,7 +30,7 @@ "I've already downloaded a [dataset](https://archive.ics.uci.edu/ml/datasets/Census+Income) containing US census data for year 1996.\n", "You can find more information about this dataset and how it's been collected in the following path: \n", "\n", - "*Intro_to_Python/Files/data/census/description.txt*" + "> `Intro_to_Python/Data/description.txt`" ] }, { @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -71,192 +71,26 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "**line1** : importing pandas library and giving an alias name(pd) to it\n", - "\n", - "line2 : Nothing :D\n", - "\n", - "**line3** : In order to read our dataset into the memory, we should use a function called **read_csv**.\n", - "\n", - "why we put a \"pd.\" before it? because we didn't import this function explicitly so we need to tell Python where can it find the **read_csv** function. Then we passed the file path as the argument. Notice that the file path is not the only argument you can pass to **read_csv** but for now, we don't need anything else.\n", - "\n", - "Ok now let's take a look at the data we have just read:" + "1. **line1**: importing the pandas library and give it an alias name (`pd`)\n", + "2. **line2**: Nothing :D\n", + "3. **line3**: In order to read our dataset into the memory, we use a function called `read_csv`. Why did we put a `pd.` before it? because we didn't import this function explicitly, so we need to tell Python where it can find the `read_csv` function. \n", + "Then we passed the file path as the argument. Notice that the file path is not the only argument you can pass to `read_csv` but for now, we don't need anything else." ] }, { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
39State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
050Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
138Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
253Private23472111th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
328Private338409Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
437Private284582Masters14Married-civ-spouseExec-managerialWifeWhiteFemale0040United-States<=50K
\n", - "
" - ], - "text/plain": [ - " 39 State-gov 77516 Bachelors 13 Never-married \\\n", - "0 50 Self-emp-not-inc 83311 Bachelors 13 Married-civ-spouse \n", - "1 38 Private 215646 HS-grad 9 Divorced \n", - "2 53 Private 234721 11th 7 Married-civ-spouse \n", - "3 28 Private 338409 Bachelors 13 Married-civ-spouse \n", - "4 37 Private 284582 Masters 14 Married-civ-spouse \n", - "\n", - " Adm-clerical Not-in-family White Male 2174 0 40 \\\n", - "0 Exec-managerial Husband White Male 0 0 13 \n", - "1 Handlers-cleaners Not-in-family White Male 0 0 40 \n", - "2 Handlers-cleaners Husband Black Male 0 0 40 \n", - "3 Prof-specialty Wife Black Female 0 0 40 \n", - "4 Exec-managerial Wife White Female 0 0 40 \n", - "\n", - " United-States <=50K \n", - "0 United-States <=50K \n", - "1 United-States <=50K \n", - "2 United-States <=50K \n", - "3 Cuba <=50K \n", - "4 United-States <=50K " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "df.head()" + "Ok now let's take a look at the data we have just read:" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df.head()" ] }, { @@ -272,21 +106,21 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "We used a method called *.head( )* in order to see the first 5 rows of our data. Instead of living *head( )* without an argument, we can decide how many rows of the table we want to see *(Why leaving it without an argument we got 5 rows then?)*" + "We used a method called `head` in order to see the first 5 rows of our data. Instead of leaving `head` without an argument, we can decide how many rows of the table we want to see *(why leaving it without an argument we got 5 rows then? Because 5 is the default value)*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "As you may have noticed, something doesn't make sense in the result. The first row (showed in bold) should contain column labels but at the moment, it's not like this!\n", + "As you may have noticed, something doesn't make sense in the result. The first row (showed in bold) should contain column labels but at the moment, it's not!\n", "The reason is (and it happens a lot dealing with real data) that the original file we've received as our dataset doesn't have any column name.\n", "Reading the description file I've mentioned before, we can find the column names:" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -300,330 +134,62 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok, now that we have the names we can use an argument of **read_csv** called **names** to provide the column names:" + "Ok, now that we have the names we can use an argument of `read_csv` called `names` to read the csv and set the column names at the same time:" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df = pd.read_csv('../Data/adult.csv', names=col_names)" + "df = pd.read_csv('../Data/adult.csv', names=col_names)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Perfect! it seems we've correctly added the column names to our data. While it wasn't the case this time, it can happen that the data we're dealing with has a large size and it takes time to read it again from the `CSV` file. In this case we can add the column names after reading the raw data using the `columns` attribute:" ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
353Private23472111th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
428Private338409Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "0 39 State-gov 77516 Bachelors 13 \n", - "1 50 Self-emp-not-inc 83311 Bachelors 13 \n", - "2 38 Private 215646 HS-grad 9 \n", - "3 53 Private 234721 11th 7 \n", - "4 28 Private 338409 Bachelors 13 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "0 Never-married Adm-clerical Not-in-family White Male \n", - "1 Married-civ-spouse Exec-managerial Husband White Male \n", - "2 Divorced Handlers-cleaners Not-in-family White Male \n", - "3 Married-civ-spouse Handlers-cleaners Husband Black Male \n", - "4 Married-civ-spouse Prof-specialty Wife Black Female \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "0 2174 0 40 United-States <=50K \n", - "1 0 0 13 United-States <=50K \n", - "2 0 0 40 United-States <=50K \n", - "3 0 0 40 United-States <=50K \n", - "4 0 0 40 Cuba <=50K " - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "df.head()" + "df = pd.read_csv('../Data/adult.csv')\n", + "df.columns = col_names\n", + "df.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Perfect! it seems we've correctly added the column names to our data. While it wasn't the case this time, it can happen that the data we're dealing with has a large size and it takes time to read it again from the csv file. In this case we can add the column name after reading the raw data using the **columns** attribute:" + "If we want to modify a column name, we can reassign `df.columns` or use the `rename` method with a dictionary mapping from \"old\" to \"new\" name:" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df.columns = col_names" + "df = df.rename(columns= {\"age\": \"Age\"})\n", + "df.head()" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "0 39 State-gov 77516 Bachelors 13 \n", - "1 50 Self-emp-not-inc 83311 Bachelors 13 \n", - "2 38 Private 215646 HS-grad 9 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "0 Never-married Adm-clerical Not-in-family White Male \n", - "1 Married-civ-spouse Exec-managerial Husband White Male \n", - "2 Divorced Handlers-cleaners Not-in-family White Male \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "0 2174 0 40 United-States <=50K \n", - "1 0 0 13 United-States <=50K \n", - "2 0 0 40 United-States <=50K " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "df.head(3)" + "# Let's restore the previous column name\n", + "df = df.rename(columns= {\"Age\": \"age\"})" ] }, { @@ -644,25 +210,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "What is the data type of our loaded data? is it a list? a dictionary? let's find out:" + "What is the data type of our loaded data? Is it a `list`? A `dictionary`? Let's find out:" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "pandas.core.frame.DataFrame" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(df)" ] @@ -671,7 +226,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For now, just consider the first and last words: **pandas** and **DataFrame**. It means that the file type of our imported data *df* is **DataFrame** and belongs to **pandas** library. What is **DataFrame**? It is a special file type which is not a part of Python's core data types but instead it is built on top of another Python library called **Numpy**. In a nutshell, a **DataFrame** is rectangular (tabular) data type which consists of rows and columns. these rows and columns have their our data type called **Series** which just like **DataFrame** belongs to **pandas** as is based on the **Numpy** library. The following figure shows their relationships together:" + "For now, just consider the first and last words: `pandas` and `DataFrame`. It means that the file type of our imported data `df` is `DataFrame` and it belongs to `pandas`. What is `DataFrame` It is a special file type which is not a part of Python's core data types but instead it is built on top of another Python library called `Numpy`. In a nutshell, a `DataFrame` is rectangular (tabular) data type consisting of rows and columns. These rows and columns have their our data type called `Series` which just like `DataFrame` belongs to `pandas` as is based on the `Numpy` library. The following figure shows their relationship:" ] }, { @@ -692,25 +247,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**shape** attribute returns the shape of the dataframe : 32561 rows and 15 columns:" + "The `shape` attribute returns the shape of the dataframe (32561 rows and 15 columns):" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(32561, 15)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.shape" ] @@ -719,25 +263,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you may remember the function **len** and how we can use it with *lists* and *strings*. We can use it also with our *DataFrame* to get the number of rows:" + "As you may remember the function `len` and how we can use it with *lists* and *strings*. We can use it also with our `DataFrame` to get the number of rows:" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "32561" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "len(df)" ] @@ -753,133 +286,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Just like **head( )** method used to take a peek at the first n rows of DataFrame, we can use **tail( )** method to see the last n rows:" + "Just like the `head` method used to take a peek at the first n rows of `DataFrame`, we can use the `tail` method to see the last n rows:" ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
3255858Private151910HS-grad9WidowedAdm-clericalUnmarriedWhiteFemale0040United-States<=50K
3255922Private201490HS-grad9Never-marriedAdm-clericalOwn-childWhiteMale0020United-States<=50K
3256052Self-emp-inc287927HS-grad9Married-civ-spouseExec-managerialWifeWhiteFemale15024040United-States>50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "32558 58 Private 151910 HS-grad 9 \n", - "32559 22 Private 201490 HS-grad 9 \n", - "32560 52 Self-emp-inc 287927 HS-grad 9 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "32558 Widowed Adm-clerical Unmarried White Female \n", - "32559 Never-married Adm-clerical Own-child White Male \n", - "32560 Married-civ-spouse Exec-managerial Wife White Female \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "32558 0 0 40 United-States <=50K \n", - "32559 0 0 20 United-States <=50K \n", - "32560 15024 0 40 United-States >50K " - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.tail(3)" ] @@ -895,44 +309,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Using *.info( )* we can get general info of the dataframe:\n", + "Using `.info( )` we can get general info of the dataframe:\n", " " ] }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 32561 entries, 0 to 32560\n", - "Data columns (total 15 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 age 32561 non-null int64 \n", - " 1 workclass 32561 non-null object\n", - " 2 fnlwgt 32561 non-null int64 \n", - " 3 education 32561 non-null object\n", - " 4 education-num 32561 non-null int64 \n", - " 5 marital-status 32561 non-null object\n", - " 6 occupation 32561 non-null object\n", - " 7 relationship 32561 non-null object\n", - " 8 race 32561 non-null object\n", - " 9 sex 32561 non-null object\n", - " 10 capital-gain 32561 non-null int64 \n", - " 11 capital-loss 32561 non-null int64 \n", - " 12 hours-per-week 32561 non-null int64 \n", - " 13 native-country 32561 non-null object\n", - " 14 income 32561 non-null object\n", - "dtypes: int64(6), object(9)\n", - "memory usage: 3.7+ MB\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.info()" ] @@ -948,452 +333,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In case we want to have a general idea about our data, we can use **.describe( )** method:" + "In case we want to have a general idea about our data, we can use `.describe()`:" ] }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
count32561.03256132561.03256132561.0325613256132561325613256132561.032561.032561.03256132561
uniqueNaN9NaN16NaN715652NaNNaNNaN422
topNaNPrivateNaNHS-gradNaNMarried-civ-spouseProf-specialtyHusbandWhiteMaleNaNNaNNaNUnited-States<=50K
freqNaN22696NaN10501NaN149764140131932781621790NaNNaNNaN2917024720
mean38.6NaN189778.4NaN10.1NaNNaNNaNNaNNaN1077.687.340.4NaNNaN
std13.6NaN105550.0NaN2.6NaNNaNNaNNaNNaN7385.3403.012.3NaNNaN
min17.0NaN12285.0NaN1.0NaNNaNNaNNaNNaN0.00.01.0NaNNaN
25%28.0NaN117827.0NaN9.0NaNNaNNaNNaNNaN0.00.040.0NaNNaN
50%37.0NaN178356.0NaN10.0NaNNaNNaNNaNNaN0.00.040.0NaNNaN
75%48.0NaN237051.0NaN12.0NaNNaNNaNNaNNaN0.00.045.0NaNNaN
max90.0NaN1484705.0NaN16.0NaNNaNNaNNaNNaN99999.04356.099.0NaNNaN
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "count 32561.0 32561 32561.0 32561 32561.0 \n", - "unique NaN 9 NaN 16 NaN \n", - "top NaN Private NaN HS-grad NaN \n", - "freq NaN 22696 NaN 10501 NaN \n", - "mean 38.6 NaN 189778.4 NaN 10.1 \n", - "std 13.6 NaN 105550.0 NaN 2.6 \n", - "min 17.0 NaN 12285.0 NaN 1.0 \n", - "25% 28.0 NaN 117827.0 NaN 9.0 \n", - "50% 37.0 NaN 178356.0 NaN 10.0 \n", - "75% 48.0 NaN 237051.0 NaN 12.0 \n", - "max 90.0 NaN 1484705.0 NaN 16.0 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "count 32561 32561 32561 32561 32561 \n", - "unique 7 15 6 5 2 \n", - "top Married-civ-spouse Prof-specialty Husband White Male \n", - "freq 14976 4140 13193 27816 21790 \n", - "mean NaN NaN NaN NaN NaN \n", - "std NaN NaN NaN NaN NaN \n", - "min NaN NaN NaN NaN NaN \n", - "25% NaN NaN NaN NaN NaN \n", - "50% NaN NaN NaN NaN NaN \n", - "75% NaN NaN NaN NaN NaN \n", - "max NaN NaN NaN NaN NaN \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "count 32561.0 32561.0 32561.0 32561 32561 \n", - "unique NaN NaN NaN 42 2 \n", - "top NaN NaN NaN United-States <=50K \n", - "freq NaN NaN NaN 29170 24720 \n", - "mean 1077.6 87.3 40.4 NaN NaN \n", - "std 7385.3 403.0 12.3 NaN NaN \n", - "min 0.0 0.0 1.0 NaN NaN \n", - "25% 0.0 0.0 40.0 NaN NaN \n", - "50% 0.0 0.0 40.0 NaN NaN \n", - "75% 0.0 0.0 45.0 NaN NaN \n", - "max 99999.0 4356.0 99.0 NaN NaN " - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.describe(include='all').round(1)" ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
agefnlwgteducation-numcapital-gaincapital-losshours-per-week
count32561.0000003.256100e+0432561.00000032561.00000032561.00000032561.000000
mean38.5816471.897784e+0510.0806791077.64884487.30383040.437456
std13.6404331.055500e+052.5727207385.292085402.96021912.347429
min17.0000001.228500e+041.0000000.0000000.0000001.000000
25%28.0000001.178270e+059.0000000.0000000.00000040.000000
50%37.0000001.783560e+0510.0000000.0000000.00000040.000000
75%48.0000002.370510e+0512.0000000.0000000.00000045.000000
max90.0000001.484705e+0616.00000099999.0000004356.00000099.000000
\n", - "
" - ], - "text/plain": [ - " age fnlwgt education-num capital-gain capital-loss \\\n", - "count 32561.000000 3.256100e+04 32561.000000 32561.000000 32561.000000 \n", - "mean 38.581647 1.897784e+05 10.080679 1077.648844 87.303830 \n", - "std 13.640433 1.055500e+05 2.572720 7385.292085 402.960219 \n", - "min 17.000000 1.228500e+04 1.000000 0.000000 0.000000 \n", - "25% 28.000000 1.178270e+05 9.000000 0.000000 0.000000 \n", - "50% 37.000000 1.783560e+05 10.000000 0.000000 0.000000 \n", - "75% 48.000000 2.370510e+05 12.000000 0.000000 0.000000 \n", - "max 90.000000 1.484705e+06 16.000000 99999.000000 4356.000000 \n", - "\n", - " hours-per-week \n", - "count 32561.000000 \n", - "mean 40.437456 \n", - "std 12.347429 \n", - "min 1.000000 \n", - "25% 40.000000 \n", - "50% 40.000000 \n", - "75% 45.000000 \n", - "max 99.000000 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.describe()" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df.describe()" ] }, { @@ -1409,10 +367,10 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "As I just said **describe( )** provides simple statistics but why we've used **include='all'** argument and **.round(1)** method?\n", + "As I just said, `describe( ` provides simple statistics but why we've used `include='all'` argument and `.round(1)` method?\n", "\n", - "- **include** argument by default is None and as a result we'll get the statistics only for the numerical columns\n", - "- **round(n)** is a DataFrame method which rounds the values to **n** digits. We've used it to make our result a bit more readable." + "- **`include`** argument by default is `None` and as a result we'll get the statistics only for the numerical columns\n", + "- **`round(n)`** is a `DataFrame` method which rounds the values to `n` digits. We've used it to make our result a bit more readable." ] }, { @@ -1435,15 +393,8 @@ "source": [ "Often we want to perform a task on one single column or use it as an input for another function. Two of the easiest ways to get a single column from a dataframe are:\n", "\n", - " df[column_name]\n", - " df.column_name" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " + "df[\"column_name\"]\n", + "df.column_name" ] }, { @@ -1459,23 +410,14 @@ "source": [ "**YOUR TURN**\n", "\n", - "try to get the **capital-loss** column using both methods and explain the results." + "Try to get the `capital-loss` column using both methods and explain the results." ] }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unexpected character after line continuation character (204823071.py, line 1)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[19], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m (\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected character after line continuation character\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", @@ -1486,42 +428,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " + "
\n", + "Solution\n", + "df.capital-loss does not work because it violates naming conventions, therefore we have to use:\n", + "\n", + "df[\"capital-loss\"]\n", + "\n", + "The second way is therefore generally preferable.\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Using **describe( )** method we saw that for the categorical columns we'll get the most frequent value but how can we have the frequency of all unique values of a column (similar to COUNT DISTINCT in SQL)? \n", + "Using the `describe()` method we saw that for the categorical columns we'll get the most frequent value, but how can we have the frequency of all unique values of a column (similar to COUNT DISTINCT in SQL)? \n", "\n", - "To do so we can apply **value_counts( )** method to a categorical column. for example let's see value counts in the **marital-status** column:" + "To do so, we can apply the `value_counts()` method to a categorical column. For example, let's see value counts in the `marital-status` column:" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "marital-status\n", - " Married-civ-spouse 14976\n", - " Never-married 10683\n", - " Divorced 4443\n", - " Separated 1025\n", - " Widowed 993\n", - " Married-spouse-absent 418\n", - " Married-AF-spouse 23\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df['marital-status'].value_counts()" ] @@ -1530,33 +460,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Adding **normalize=True** argument to **value_counts( )** method we can have the frequencies in percentage:" + "Adding `normalize=True` argument to the `value_counts()` method, we can have the frequencies in percentage:" ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "marital-status\n", - " Married-civ-spouse 0.459937\n", - " Never-married 0.328092\n", - " Divorced 0.136452\n", - " Separated 0.031479\n", - " Widowed 0.030497\n", - " Married-spouse-absent 0.012837\n", - " Married-AF-spouse 0.000706\n", - "Name: proportion, dtype: float64" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df['marital-status'].value_counts(normalize=True)" ] @@ -1565,27 +476,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "While using the above method will show us the unique values of a column, we can't directly use **.value_counts( )** method to have a list of unique values. (imagine that you want to use these values in a for loop). \n", - "**Series** has another method called **unique( )** which returns a numpy array (not a list):" + "While using the above method will show us the unique values of a column, we can't directly use `.value_counts()` to obtain a list of unique values (imagine that you want to use these values in a `for` loop). \n", + "`Series` has another method called `unique()` which returns a numpy array (not a list):" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([' White', ' Black', ' Asian-Pac-Islander', ' Amer-Indian-Eskimo',\n", - " ' Other'], dtype=object)" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df['race'].unique()" ] @@ -1601,246 +500,32 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's start from slicing. Suppose we want a subset of the original data which contains the first 8 rows and all the columns except the last one:" + "Let's start from **slicing**. Suppose we want a subset of the original data which contains the first 8 rows and all the columns except the last one:" ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
353Private23472111th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
428Private338409Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "0 39 State-gov 77516 Bachelors 13 \n", - "1 50 Self-emp-not-inc 83311 Bachelors 13 \n", - "2 38 Private 215646 HS-grad 9 \n", - "3 53 Private 234721 11th 7 \n", - "4 28 Private 338409 Bachelors 13 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "0 Never-married Adm-clerical Not-in-family White Male \n", - "1 Married-civ-spouse Exec-managerial Husband White Male \n", - "2 Divorced Handlers-cleaners Not-in-family White Male \n", - "3 Married-civ-spouse Handlers-cleaners Husband Black Male \n", - "4 Married-civ-spouse Prof-specialty Wife Black Female \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "0 2174 0 40 United-States <=50K \n", - "1 0 0 13 United-States <=50K \n", - "2 0 0 40 United-States <=50K \n", - "3 0 0 40 United-States <=50K \n", - "4 0 0 40 Cuba <=50K " - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.head(5)" ] }, { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
education
1Bachelors
2HS-grad
311th
\n", - "
" - ], - "text/plain": [ - " education\n", - "1 Bachelors\n", - "2 HS-grad\n", - "3 11th" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "df.iloc[1:4,3:4]" + "Consider the following:" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df.iloc[1:4,3:4]" ] }, { @@ -1856,116 +541,27 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "We used one of DataFrame methods called **iloc[ ]** which is for **locating based on index**. Let's see the structure of a **.iloc[ ]** method:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " + "We used one of `DataFrame` variables called `iloc`, which is used for **locating based on index**. Let's see the structure of `iloc`:\n", + "\n", + "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now let's see how can we filter our data.\n", + "Now let's see how can we **filter** our data.\n", "\n", - "Suppose that you want to filter the data to find out people who has a PhD degree and are in a farming/Fishing business:" + "Suppose that you want to filter the data to find out people who have a PhD degree and are in a farming/fishing business:" ] }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
1986177Self-emp-inc84979Doctorate16Married-civ-spouseFarming-fishingHusbandWhiteMale20051040United-States>50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "19861 77 Self-emp-inc 84979 Doctorate 16 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "19861 Married-civ-spouse Farming-fishing Husband White Male \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "19861 20051 0 40 United-States >50K " - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[(df.education == ' Doctorate') & (df['occupation'] == ' Farming-fishing')]" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df[(df.education == ' Doctorate') & (df['occupation'] == ' Farming-fishing')]" ] }, { @@ -1981,17 +577,15 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "The general form of the code we used is : **df \\[some_condition \\]**\n", + "The general form of the code we used is : `df[some_condition]`\n", "\n", - "But why does it work? let's take a look at what we've called **some_condition**:" + "But how does it work? Let's take a look at what we've called `some_condition`:" ] }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "scrolled": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "val = (df.education == ' Doctorate') & (df['occupation'] == ' Farming-fishing')" @@ -1999,83 +593,31 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "There are 32561 values\n", - "The type is \n", - "\n", - "The values are:\n", - "\n", - "False 32560\n", - "True 1\n", - "Name: count, dtype: int64\n" - ] - } - ], - "source": [ - "print(f'There are {len(val)} values')\n", - "print(f'The type is {type(val)}')\n", - "print('\\nThe values are:\\n')\n", - "print(val.value_counts())" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "By running the previous cell we can understand that what we've called **some_condition** is a **Series** with length of 32,561 (= len(df)) and with 32,560 *False* and just one *True*: This condition is instructing the *df* by telling him which rows it should return (*True*) and which rows shouldn't return (*False*)" + "print(f'The type is {type(val)}')\n", + "print(f'There are {len(val)} values')\n", + "print('The values are:', val.value_counts(), sep='\\n')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the same way you can also filter single columns (**Series**). imagine you want to filter age column for records with more than 18 years old:" + "By running the previous cell, we can understand that what we've called `some_condition` is a `Series` with length of 32,561 (= `len(df)`) and with 32,560 `False` and just one `True`. This condition is a _mask_ instructing the `df` by telling him which rows it should return (`True`) and which rows shouldn't return (`False`).\n", + "\n", + "In the same way you can also filter single columns (`Series`). Imagine you want to filter age column for records with more than 18 years old:" ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0 39\n", - "1 50\n", - "2 38\n", - "3 53\n", - "4 28\n", - " ..\n", - "32556 27\n", - "32557 40\n", - "32558 58\n", - "32559 22\n", - "32560 52\n", - "Name: age, Length: 31616, dtype: int64" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.age[df.age > 18]" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df.age[df.age > 18]" ] }, { @@ -2091,7 +633,7 @@ "source": [ "**YOUR TURN:**\n", "\n", - "create two separate dataframe one containing info of women and one for men, compare the percentage of *education* fields in these two dataframes." + "Create two separate dataframes, one containing info of women and one for men, compare the percentage of `education` fields in these two dataframes." ] }, { @@ -2109,322 +651,50 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " + "
\n", + " Solution\n", + " \n", + "females = df[df[\"sex\"] == \" Female\"]\n", + "males = df[df[\"sex\"] == \" Male\"]\n", + "print(f\"There are {len(females)} females and {len(males)} males\")\n", + "print(\"Female education:\\n\", df[df[\"sex\"] == \" Female\"].education.value_counts(normalize=True) * 100)\n", + "print(\"Male education:\\n\", df[df[\"sex\"] == \" Male\"].education.value_counts(normalize=True) * 100)\n", + "\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the previous example, we've used two conditions**(df.education == ' Doctorate')** and **(df\\['occupation'\\] == ' Farming-fishing')** and have used a logical operator **'&'** to connect them together. But what if instead of just filtering education to be equal to *'Doctorate'* we want to add *'Assoc-acdm'*, *'Assoc-voc'*, and *'Prof-school'* too?\n", + "In the previous example, we've used two conditions: `(df.education == ' Doctorate')` and `(df['occupation'] == ' Farming-fishing')` and have used a logical operator `&` to connect them together. But what if, instead of just filtering education to be equal to `'Doctorate'`, we want to add `'Assoc-acdm'`, `'Assoc-voc'`, and `'Prof-school'` too?\n", "\n", "Of course one way would be to add more conditions to ones we already have, but it's a terrible solution!\n", - "In cases like this, similar to what we do in SQL (IN), we can filter a column based on multiple values:" + "In cases like this, similar to what we do in SQL (IN), we can filter a column based on multiple values with the `isin` method:" ] }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
46044Private116632Assoc-acdm12Never-marriedFarming-fishingOwn-childWhiteMale0040United-States<=50K
60435Self-emp-not-inc194404Assoc-acdm12Never-marriedFarming-fishingNot-in-familyWhiteMale0040United-States<=50K
89442Self-emp-not-inc177307Prof-school15Married-civ-spouseFarming-fishingHusbandWhiteMale0065United-States>50K
220065Private90377Assoc-voc11Married-civ-spouseFarming-fishingHusbandWhiteMale6767060United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "460 44 Private 116632 Assoc-acdm 12 \n", - "604 35 Self-emp-not-inc 194404 Assoc-acdm 12 \n", - "894 42 Self-emp-not-inc 177307 Prof-school 15 \n", - "2200 65 Private 90377 Assoc-voc 11 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "460 Never-married Farming-fishing Own-child White Male \n", - "604 Never-married Farming-fishing Not-in-family White Male \n", - "894 Married-civ-spouse Farming-fishing Husband White Male \n", - "2200 Married-civ-spouse Farming-fishing Husband White Male \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "460 0 0 40 United-States <=50K \n", - "604 0 0 40 United-States <=50K \n", - "894 0 0 65 United-States >50K \n", - "2200 6767 0 60 United-States <=50K " - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "edu = [' Doctorate', ' Assoc-acdm', ' Assoc-voc', ' Prof-school']\n", - "\n", - "df[(df.education.isin(edu)) & (df['occupation'] == ' Farming-fishing')].head(4)" + "df[(df[\"education\"].isin(edu)) & (df['occupation'] == ' Farming-fishing')].head(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "But what if we want to exclude rows based on multiple values? it's really simple! Just add **~** before the condition:" + "But what if we want to exclude rows based on multiple values? it's really simple! Just add `~` before the condition:" ] }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
1625Self-emp-not-inc176756HS-grad9Never-marriedFarming-fishingOwn-childWhiteMale0035United-States<=50K
2235Federal-gov768459th5Married-civ-spouseFarming-fishingHusbandBlackMale0040United-States<=50K
7931Local-gov1259277th-8th4Married-civ-spouseFarming-fishingHusbandWhiteMale0040United-States<=50K
22766Self-emp-not-inc167687HS-grad9Married-civ-spouseFarming-fishingHusbandWhiteMale1409050United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "16 25 Self-emp-not-inc 176756 HS-grad 9 \n", - "22 35 Federal-gov 76845 9th 5 \n", - "79 31 Local-gov 125927 7th-8th 4 \n", - "227 66 Self-emp-not-inc 167687 HS-grad 9 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "16 Never-married Farming-fishing Own-child White Male \n", - "22 Married-civ-spouse Farming-fishing Husband Black Male \n", - "79 Married-civ-spouse Farming-fishing Husband White Male \n", - "227 Married-civ-spouse Farming-fishing Husband White Male \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "16 0 0 35 United-States <=50K \n", - "22 0 0 40 United-States <=50K \n", - "79 0 0 40 United-States <=50K \n", - "227 1409 0 50 United-States <=50K " - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df[~(df.education.isin(edu)) & (df['occupation'] == ' Farming-fishing')].head(4)" ] @@ -2433,146 +703,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the previous example we filtered the fields with the exact words but how can we filter them just with a part of a word? (similar to what we do in SQL with *Like*)\n", + "In the previous example, we filtered the fields with the exact words. But how can we filter them with just with a part of a word (similar to what we do in SQL with *LIKE*)?\n", "\n", - "Suppose we want to filter the data for all the records that contain *'marr'* in their **'marital-status'** field:" + "Suppose we want to filter the data for all the records that contain `'marr'` in their `marital-status` field:" ] }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
831Private45781Masters14Never-marriedProf-specialtyNot-in-familyWhiteFemale14084050United-States>50K
1223Private122272Bachelors13Never-marriedAdm-clericalOwn-childWhiteFemale0030United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num marital-status \\\n", - "0 39 State-gov 77516 Bachelors 13 Never-married \n", - "8 31 Private 45781 Masters 14 Never-married \n", - "12 23 Private 122272 Bachelors 13 Never-married \n", - "\n", - " occupation relationship race sex capital-gain \\\n", - "0 Adm-clerical Not-in-family White Male 2174 \n", - "8 Prof-specialty Not-in-family White Female 14084 \n", - "12 Adm-clerical Own-child White Female 0 \n", - "\n", - " capital-loss hours-per-week native-country income \n", - "0 0 40 United-States <=50K \n", - "8 0 50 United-States >50K \n", - "12 0 30 United-States <=50K " - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[df['marital-status'].str.contains('marr')].head(3)" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df[df['marital-status'].str.contains('marr')].head(3)" ] }, { @@ -2588,10 +730,11 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "Now we know that we're dealing with another case of **df\\[some_condition\\]** and expect that **some_condition** returns a Series with Boolean values. The only thing that is new here is:\n", + "Now we know that we're dealing with another case of `df[some_condition]` and expect that `some_condition` returns a Series with Boolean values. The only thing that is new here is:\n", + "\n", + "str.contains()\n", "\n", - "**.str.contains( )**\n", - "looking at it carefully we can understand that **.contains( )** is a method of **str**. You may ask why suddenly we need to use **str**, which is a legitimate question! We should use **str**, since **Series**, doesn't have a native method to see if a given string is a part of another string, while **str** data type has this method. That's it!\n" + "Looking at it carefully, we can understand that `.contains()` is a method of `str`. You may ask why suddenly we need to use `str`, which is a legitimate question! We should use `str`, since `Series`, doesn't have a native method to see if a given string is a part of another string, while `str` data type has this method. That's it!" ] }, { @@ -2605,181 +748,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Sorting columns is really easy in Python: \n", + "Sorting columns is really easy in Python. \n", "\n", - "Suppose we want to sort *age* and *fnlwgt* in a Ascending and Descending orders. All we have to do is to use **.sort_values( )** method:" + "Suppose we want to sort `age` and `fnlwgt` in Ascending and Descending orders. All we have to do is to use the `.sort_values()` method:" ] }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
2337317?80631611th7Never-married?Own-childWhiteFemale0020United-States<=50K
2716717Private72171210th6Never-marriedOther-serviceOwn-childWhiteMale0015United-States<=50K
766317?65927311th7Never-married?Own-childBlackFemale0040Trinadad&Tobago<=50K
1535017?63422610th6Never-married?Own-childWhiteFemale0017United-States<=50K
2242317Private56604910th6Never-marriedOther-serviceOwn-childWhiteMale008United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num marital-status \\\n", - "23373 17 ? 806316 11th 7 Never-married \n", - "27167 17 Private 721712 10th 6 Never-married \n", - "7663 17 ? 659273 11th 7 Never-married \n", - "15350 17 ? 634226 10th 6 Never-married \n", - "22423 17 Private 566049 10th 6 Never-married \n", - "\n", - " occupation relationship race sex capital-gain \\\n", - "23373 ? Own-child White Female 0 \n", - "27167 Other-service Own-child White Male 0 \n", - "7663 ? Own-child Black Female 0 \n", - "15350 ? Own-child White Female 0 \n", - "22423 Other-service Own-child White Male 0 \n", - "\n", - " capital-loss hours-per-week native-country income \n", - "23373 0 20 United-States <=50K \n", - "27167 0 15 United-States <=50K \n", - "7663 0 40 Trinadad&Tobago <=50K \n", - "15350 0 17 United-States <=50K \n", - "22423 0 8 United-States <=50K " - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.sort_values(by=['age', 'fnlwgt'], ascending=[True, False]).head()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This mean that first we sort by age, and then the records with the same age are sorted in descending order accoring to fnlwgt." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2796,12 +785,14 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df.to_csv('../Data/name_i_want.csv', index=False) # csv\n", - "df.to_excel('../Data/name_i_want.xlsx', index=False) # Excel" + "# CSV (uncomment to run, might need installing additional packages)\n", + "#df.to_csv('../Data/name_i_want.csv', index=False)\n", + "# Excel (uncomment to run, might need installing additional packages)\n", + "#df.to_excel('../Data/name_i_want.xlsx', index=False)" ] }, { @@ -2815,31 +806,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Sometimes we need to **apply** something (Ex. a lambda function) to a specific column of our dataframe.\n", + "Sometimes we need to **apply** something (ex. a lambda function) to a specific column of our dataframe.\n", "\n", "Using the following general form we can achieve what we want:\n", "\n", - "**one_column.apply(a_function)**\n", + "column.apply(a_function)\n", "\n", - "As an example suppose that we just realized that due to a data insertion error, **fnlwgt** values had been recorded in a wrong way: all the right most digits are added by mistake and we should remove them before using these numbers for our analysis. First, let's check the data type of this column:" + "As an example, suppose that we just realized that, due to a data insertion error, `fnlwgt` values had been recorded in a wrong way: all the rightmost digits are added by mistake and we should remove them before using these numbers for our analysis. First, let's check the data type of this column:" ] }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dtype('int64')" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.fnlwgt.dtype" ] @@ -2848,7 +828,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "we can see that the values are integer. It means unlike strings, we can't just slice them.\n", + "We can see that the values are integers. It means that unlike strings, we can't just slice them.\n", "\n", "**Q:** What should we do?\n", "\n", @@ -2865,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2876,204 +856,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Not always all the features presented in the raw data are useful for our analysis. Especially when dealing with large amount of data, getting rid of unuseful columns can make our processes run faster. To do so we can use **.drop( )** method.\n", + "
\n", + "Another Solution\n", + "df.fnlwgt.apply(lambda x : x // 10)\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Not all features in the raw data are necessarily useful for our analysis. Especially when dealing with large amount of data, getting rid of irrelevant columns can make our processes run faster. To do so, we can use the `.drop( )` method.\n", "\n", - "Suppose that we didn't find **fnlwgt** column useful and we want to remove it:" + "Suppose that we don't consider the `fnlwgt` column useful, and we want to remove it:" ] }, { "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-gov7751Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc8331Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238Private21564HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
353Private2347211th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
428Private33840Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "0 39 State-gov 7751 Bachelors 13 \n", - "1 50 Self-emp-not-inc 8331 Bachelors 13 \n", - "2 38 Private 21564 HS-grad 9 \n", - "3 53 Private 23472 11th 7 \n", - "4 28 Private 33840 Bachelors 13 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "0 Never-married Adm-clerical Not-in-family White Male \n", - "1 Married-civ-spouse Exec-managerial Husband White Male \n", - "2 Divorced Handlers-cleaners Not-in-family White Male \n", - "3 Married-civ-spouse Handlers-cleaners Husband Black Male \n", - "4 Married-civ-spouse Prof-specialty Wife Black Female \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "0 2174 0 40 United-States <=50K \n", - "1 0 0 13 United-States <=50K \n", - "2 0 0 40 United-States <=50K \n", - "3 0 0 40 United-States <=50K \n", - "4 0 0 40 Cuba <=50K " - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.head()" ] }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "ename": "KeyError", - "evalue": "\"['fnlwgt'] not found in axis\"", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[37], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mfnlwgt\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/pandas/core/frame.py:5258\u001b[0m, in \u001b[0;36mDataFrame.drop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m 5110\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdrop\u001b[39m(\n\u001b[1;32m 5111\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 5112\u001b[0m labels: IndexLabel \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 5119\u001b[0m errors: IgnoreRaise \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 5120\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 5121\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 5122\u001b[0m \u001b[38;5;124;03m Drop specified labels from rows or columns.\u001b[39;00m\n\u001b[1;32m 5123\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 5256\u001b[0m \u001b[38;5;124;03m weight 1.0 0.8\u001b[39;00m\n\u001b[1;32m 5257\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 5258\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 5259\u001b[0m \u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5260\u001b[0m \u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5261\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5262\u001b[0m \u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5263\u001b[0m \u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5264\u001b[0m \u001b[43m \u001b[49m\u001b[43minplace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minplace\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5265\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 5266\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/pandas/core/generic.py:4549\u001b[0m, in \u001b[0;36mNDFrame.drop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m 4547\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m axis, labels \u001b[38;5;129;01min\u001b[39;00m axes\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m 4548\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m labels \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 4549\u001b[0m obj \u001b[38;5;241m=\u001b[39m \u001b[43mobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_drop_axis\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4551\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inplace:\n\u001b[1;32m 4552\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_inplace(obj)\n", - "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/pandas/core/generic.py:4591\u001b[0m, in \u001b[0;36mNDFrame._drop_axis\u001b[0;34m(self, labels, axis, level, errors, only_slice)\u001b[0m\n\u001b[1;32m 4589\u001b[0m new_axis \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mdrop(labels, level\u001b[38;5;241m=\u001b[39mlevel, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[1;32m 4590\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 4591\u001b[0m new_axis \u001b[38;5;241m=\u001b[39m \u001b[43maxis\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4592\u001b[0m indexer \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mget_indexer(new_axis)\n\u001b[1;32m 4594\u001b[0m \u001b[38;5;66;03m# Case for non-unique axis\u001b[39;00m\n\u001b[1;32m 4595\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", - "File \u001b[0;32m/opt/homebrew/lib/python3.11/site-packages/pandas/core/indexes/base.py:6699\u001b[0m, in \u001b[0;36mIndex.drop\u001b[0;34m(self, labels, errors)\u001b[0m\n\u001b[1;32m 6697\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mask\u001b[38;5;241m.\u001b[39many():\n\u001b[1;32m 6698\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m errors \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m-> 6699\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlist\u001b[39m(labels[mask])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not found in axis\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 6700\u001b[0m indexer \u001b[38;5;241m=\u001b[39m indexer[\u001b[38;5;241m~\u001b[39mmask]\n\u001b[1;32m 6701\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdelete(indexer)\n", - "\u001b[0;31mKeyError\u001b[0m: \"['fnlwgt'] not found in axis\"" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.drop(['fnlwgt'])" ] @@ -3082,306 +893,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "What just happened?! According to the error message the problem is that Python couldn't find the column we've mentioned in the axis. But what does it mean \"axis\"? \n", - "\"axis\" coming from **numpy**, is a way to indicate columns or rows in a data table while axis=0 indicates rows and axis=1, columns. The reason we got the this error is that **.drop( )** as default uses *axis=0*, so it's normal that it gives us an error because actually there is no **fnlwgt** in row indexes. using the correct argument we get the desired results:" + "What just happened?! According to the error message, the problem is that Python couldn't find the column we've mentioned in the axis. But what does \"axis\" mean? \n", + "It's a term coming from `numpy`, and it is a way to indicate columns or rows in a data table: `axis=0` indicates `rows` and `axis=1` represents `columns`. The reason we got this error is that `.drop()` uses `axis=0` by default, so it's normal that it gives us an error because actually there is no `fnlwgt` in row indexes. Using the correct argument we get the desired results:" ] }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclasseducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-govBachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-incBachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238PrivateHS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
353Private11th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
428PrivateBachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
.............................................
3255627PrivateAssoc-acdm12Married-civ-spouseTech-supportWifeWhiteFemale0038United-States<=50K
3255740PrivateHS-grad9Married-civ-spouseMachine-op-inspctHusbandWhiteMale0040United-States>50K
3255858PrivateHS-grad9WidowedAdm-clericalUnmarriedWhiteFemale0040United-States<=50K
3255922PrivateHS-grad9Never-marriedAdm-clericalOwn-childWhiteMale0020United-States<=50K
3256052Self-emp-incHS-grad9Married-civ-spouseExec-managerialWifeWhiteFemale15024040United-States>50K
\n", - "

32561 rows × 14 columns

\n", - "
" - ], - "text/plain": [ - " age workclass education education-num \\\n", - "0 39 State-gov Bachelors 13 \n", - "1 50 Self-emp-not-inc Bachelors 13 \n", - "2 38 Private HS-grad 9 \n", - "3 53 Private 11th 7 \n", - "4 28 Private Bachelors 13 \n", - "... ... ... ... ... \n", - "32556 27 Private Assoc-acdm 12 \n", - "32557 40 Private HS-grad 9 \n", - "32558 58 Private HS-grad 9 \n", - "32559 22 Private HS-grad 9 \n", - "32560 52 Self-emp-inc HS-grad 9 \n", - "\n", - " marital-status occupation relationship race \\\n", - "0 Never-married Adm-clerical Not-in-family White \n", - "1 Married-civ-spouse Exec-managerial Husband White \n", - "2 Divorced Handlers-cleaners Not-in-family White \n", - "3 Married-civ-spouse Handlers-cleaners Husband Black \n", - "4 Married-civ-spouse Prof-specialty Wife Black \n", - "... ... ... ... ... \n", - "32556 Married-civ-spouse Tech-support Wife White \n", - "32557 Married-civ-spouse Machine-op-inspct Husband White \n", - "32558 Widowed Adm-clerical Unmarried White \n", - "32559 Never-married Adm-clerical Own-child White \n", - "32560 Married-civ-spouse Exec-managerial Wife White \n", - "\n", - " sex capital-gain capital-loss hours-per-week native-country \\\n", - "0 Male 2174 0 40 United-States \n", - "1 Male 0 0 13 United-States \n", - "2 Male 0 0 40 United-States \n", - "3 Male 0 0 40 United-States \n", - "4 Female 0 0 40 Cuba \n", - "... ... ... ... ... ... \n", - "32556 Female 0 0 38 United-States \n", - "32557 Male 0 0 40 United-States \n", - "32558 Female 0 0 40 United-States \n", - "32559 Male 0 0 20 United-States \n", - "32560 Female 15024 0 40 United-States \n", - "\n", - " income \n", - "0 <=50K \n", - "1 <=50K \n", - "2 <=50K \n", - "3 <=50K \n", - "4 <=50K \n", - "... ... \n", - "32556 <=50K \n", - "32557 >50K \n", - "32558 <=50K \n", - "32559 <=50K \n", - "32560 >50K \n", - "\n", - "[32561 rows x 14 columns]" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.drop(['fnlwgt'], axis=1)" ] @@ -3392,112 +912,14 @@ "source": [ "Ok, it worked this time!\n", "\n", - "Let's take a **head** of our data to confirm the changes:" + "Let's take a `head` of our data to confirm the changes:" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "0 39 State-gov 77516 Bachelors 13 \n", - "1 50 Self-emp-not-inc 83311 Bachelors 13 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "0 Never-married Adm-clerical Not-in-family White Male \n", - "1 Married-civ-spouse Exec-managerial Husband White Male \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "0 2174 0 40 United-States <=50K \n", - "1 0 0 13 United-States <=50K " - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.head(2)" ] @@ -3506,10 +928,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "What?? Why the column **fnlwgt** is still there?\n", + "What?? Why is the column `fnlwgt` still there?\n", "\n", - "There reason is that like the majority of DataFrame methods, **.drop( )** returns a modified version of data and doesn't alter the original data.\n", - "In case we are sure that we want to change the original data, we can do it in two ways. Either by assigning the result to the df variable:" + "The reason is that, like the majority of DataFrame methods, `.drop()` returns a modified version of data and doesn't alter the original data.\n", + "In case we are sure that we want to change the original data, we can do it in two ways. Either by assigning the result to the `df` variable:" ] }, { @@ -3525,7 +947,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Or by using the **inplace** argument of the **drop** method:" + "Or by using the `inplace` argument of the `drop` method:" ] }, { @@ -3534,14 +956,9 @@ "metadata": {}, "outputs": [], "source": [ - "df.drop(['fnlwgt'], axis=1, inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " + "df[\"age2\"] = df[\"age\"]\n", + "df.drop(['age2'], axis=1, inplace=True)\n", + "df.head(2)" ] }, { @@ -3557,7 +974,7 @@ "source": [ "**YOUR TURN:**\n", " \n", - "Try to use both methods together. Explain the results:" + "Try to use both methods together. Explain the results." ] }, { @@ -3575,24 +992,36 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Removing duplicates" + "
\n", + "Solution\n", + "First create 2 test columns to be deleted:\n", + "\n", + "df[\"age2\"] = df[\"age\"]\n", + "df[\"age3\"] = df[\"age\"]\n", + "\n", + "Then drop column age2 in place and column age3 by reassigning the *df* variable:\n", + "\n", + "df.drop(['age2'], axis=1, inplace=True)\n", + "df = df.drop(['age3'], axis=1)\n", + "\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Another issue that frequently appears in data analysis tasks is presence of duplicated data. Based on the nature of your info these duplicated data may exist simply due to a simple glitch in ETL system or they can be a sign of a serious problem with data gathering methods. Two main methods related to duplicated data are:\n", - "\n", - "- **.drop_duplicates( )** : Removal of duplicated rows\n", - "- **.duplicated( )** : showing the duplicated rows" + "### Removing duplicates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " " + "Another common issue in data analysis is the presence of duplicate data. Depending on the nature of your information, duplicates might result from a simple glitch in the ETL system or indicate a deeper problem with data collection methods. The two main methods for handling duplicate data are:\n", + "\n", + "- `.drop_duplicates()` : Removal of duplicated rows\n", + "- `.duplicated()` : showing the duplicated rows" ] }, { @@ -3608,1119 +1037,27 @@ "source": [ "**YOUR TURN:**\n", " \n", - "Explain what happens in the following cell and in specific, what is the role of **keep** argument :" + "Explain what happens in the following cell, and specifically what the `keep` argument is used for:" ] }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
1767319Private9726HS-grad9Never-marriedFarming-fishingNot-in-familyWhiteMale0040United-States<=50K
1869819Private9726HS-grad9Never-marriedFarming-fishingNot-in-familyWhiteMale0040United-States<=50K
699019Private13815Some-college10Never-marriedAdm-clericalOwn-childWhiteFemale0010United-States<=50K
2131819Private13815Some-college10Never-marriedAdm-clericalOwn-childWhiteFemale0010United-States<=50K
1518919Private14667Some-college10Never-marriedExec-managerialOwn-childBlackMale0030United-States<=50K
2149019Private14667Some-college10Never-marriedExec-managerialOwn-childBlackMale0030United-States<=50K
391719Private25157Some-college10Never-marriedOther-serviceOwn-childWhiteMale0014United-States<=50K
3199319Private25157Some-college10Never-marriedOther-serviceOwn-childWhiteMale0014United-States<=50K
580520Private10765Some-college10Never-marriedTech-supportNot-in-familyWhiteFemale0010United-States<=50K
1163120Private10765Some-college10Never-marriedTech-supportNot-in-familyWhiteFemale0010United-States<=50K
808021Private24336Preschool1Never-marriedFarming-fishingNot-in-familyWhiteMale0050Mexico<=50K
1505921Private24336Preschool1Never-marriedFarming-fishingNot-in-familyWhiteMale0050Mexico<=50K
476721Private25005Some-college10Never-marriedProf-specialtyOwn-childWhiteFemale0010United-States<=50K
917121Private25005Some-college10Never-marriedProf-specialtyOwn-childWhiteFemale0010United-States<=50K
2110323Private240135th-6th3Never-marriedHandlers-cleanersNot-in-familyWhiteMale0055Mexico<=50K
2587223Private240135th-6th3Never-marriedHandlers-cleanersNot-in-familyWhiteMale0055Mexico<=50K
584225Private195991st-4th2Never-marriedPriv-house-servNot-in-familyWhiteFemale0040Guatemala<=50K
1308425Private195991st-4th2Never-marriedPriv-house-servNot-in-familyWhiteFemale0040Guatemala<=50K
2230025Private195991st-4th2Never-marriedPriv-house-servNot-in-familyWhiteFemale0040Guatemala<=50K
432525Private30814Bachelors13Never-marriedCraft-repairNot-in-familyWhiteMale0040Mexico<=50K
488125Private30814Bachelors13Never-marriedCraft-repairNot-in-familyWhiteMale0040Mexico<=50K
557927Private25558HS-grad9Never-marriedMachine-op-inspctNot-in-familyWhiteFemale0040United-States<=50K
2823027Private25558HS-grad9Never-marriedMachine-op-inspctNot-in-familyWhiteFemale0040United-States<=50K
867928Private27467Masters14Never-marriedProf-specialtyNot-in-familyWhiteMale0050United-States<=50K
2631328Private27467Masters14Never-marriedProf-specialtyNot-in-familyWhiteMale0050United-States<=50K
1697530Private14459HS-grad9Never-marriedOther-serviceNot-in-familyBlackMale0040?<=50K
1855530Private14459HS-grad9Never-marriedOther-serviceNot-in-familyBlackMale0040?<=50K
1684635Private37995HS-grad9DivorcedOther-serviceNot-in-familyWhiteFemale0040United-States<=50K
3240435Private37995HS-grad9DivorcedOther-serviceNot-in-familyWhiteFemale0040United-States<=50K
494038Private20720HS-grad9Married-civ-spouseMachine-op-inspctHusbandWhiteMale0048United-States>50K
2915738Private20720HS-grad9Married-civ-spouseMachine-op-inspctHusbandWhiteMale0048United-States>50K
2562439Private3091HS-grad9Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
2884639Private3091HS-grad9Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
1036742Private20423Some-college10Married-civ-spouseProf-specialtyHusbandWhiteMale0040United-States>50K
2852242Private20423Some-college10Married-civ-spouseProf-specialtyHusbandWhiteMale0040United-States>50K
1791644Private36774Bachelors13Never-marriedProf-specialtyNot-in-familyWhiteFemale0045Mexico<=50K
2236744Private36774Bachelors13Never-marriedProf-specialtyNot-in-familyWhiteFemale0045Mexico<=50K
1196546Private13361Some-college10DivorcedAdm-clericalUnmarriedWhiteFemale0040United-States<=50K
3084546Private13361Some-college10DivorcedAdm-clericalUnmarriedWhiteFemale0040United-States<=50K
1629746Private17324HS-grad9Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
1704046Private17324HS-grad9Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
792049Private31267th-8th4Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
2187549Private31267th-8th4Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
705349Self-emp-not-inc4347Some-college10Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
2249449Self-emp-not-inc4347Some-college10Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States<=50K
230390Private5238Some-college10Never-marriedOther-serviceNot-in-familyAsian-Pac-IslanderMale0035United-States<=50K
510490Private5238Some-college10Never-marriedOther-serviceNot-in-familyAsian-Pac-IslanderMale0035United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "17673 19 Private 9726 HS-grad 9 \n", - "18698 19 Private 9726 HS-grad 9 \n", - "6990 19 Private 13815 Some-college 10 \n", - "21318 19 Private 13815 Some-college 10 \n", - "15189 19 Private 14667 Some-college 10 \n", - "21490 19 Private 14667 Some-college 10 \n", - "3917 19 Private 25157 Some-college 10 \n", - "31993 19 Private 25157 Some-college 10 \n", - "5805 20 Private 10765 Some-college 10 \n", - "11631 20 Private 10765 Some-college 10 \n", - "8080 21 Private 24336 Preschool 1 \n", - "15059 21 Private 24336 Preschool 1 \n", - "4767 21 Private 25005 Some-college 10 \n", - "9171 21 Private 25005 Some-college 10 \n", - "21103 23 Private 24013 5th-6th 3 \n", - "25872 23 Private 24013 5th-6th 3 \n", - "5842 25 Private 19599 1st-4th 2 \n", - "13084 25 Private 19599 1st-4th 2 \n", - "22300 25 Private 19599 1st-4th 2 \n", - "4325 25 Private 30814 Bachelors 13 \n", - "4881 25 Private 30814 Bachelors 13 \n", - "5579 27 Private 25558 HS-grad 9 \n", - "28230 27 Private 25558 HS-grad 9 \n", - "8679 28 Private 27467 Masters 14 \n", - "26313 28 Private 27467 Masters 14 \n", - "16975 30 Private 14459 HS-grad 9 \n", - "18555 30 Private 14459 HS-grad 9 \n", - "16846 35 Private 37995 HS-grad 9 \n", - "32404 35 Private 37995 HS-grad 9 \n", - "4940 38 Private 20720 HS-grad 9 \n", - "29157 38 Private 20720 HS-grad 9 \n", - "25624 39 Private 3091 HS-grad 9 \n", - "28846 39 Private 3091 HS-grad 9 \n", - "10367 42 Private 20423 Some-college 10 \n", - "28522 42 Private 20423 Some-college 10 \n", - "17916 44 Private 36774 Bachelors 13 \n", - "22367 44 Private 36774 Bachelors 13 \n", - "11965 46 Private 13361 Some-college 10 \n", - "30845 46 Private 13361 Some-college 10 \n", - "16297 46 Private 17324 HS-grad 9 \n", - "17040 46 Private 17324 HS-grad 9 \n", - "7920 49 Private 3126 7th-8th 4 \n", - "21875 49 Private 3126 7th-8th 4 \n", - "7053 49 Self-emp-not-inc 4347 Some-college 10 \n", - "22494 49 Self-emp-not-inc 4347 Some-college 10 \n", - "2303 90 Private 5238 Some-college 10 \n", - "5104 90 Private 5238 Some-college 10 \n", - "\n", - " marital-status occupation relationship \\\n", - "17673 Never-married Farming-fishing Not-in-family \n", - "18698 Never-married Farming-fishing Not-in-family \n", - "6990 Never-married Adm-clerical Own-child \n", - "21318 Never-married Adm-clerical Own-child \n", - "15189 Never-married Exec-managerial Own-child \n", - "21490 Never-married Exec-managerial Own-child \n", - "3917 Never-married Other-service Own-child \n", - "31993 Never-married Other-service Own-child \n", - "5805 Never-married Tech-support Not-in-family \n", - "11631 Never-married Tech-support Not-in-family \n", - "8080 Never-married Farming-fishing Not-in-family \n", - "15059 Never-married Farming-fishing Not-in-family \n", - "4767 Never-married Prof-specialty Own-child \n", - "9171 Never-married Prof-specialty Own-child \n", - "21103 Never-married Handlers-cleaners Not-in-family \n", - "25872 Never-married Handlers-cleaners Not-in-family \n", - "5842 Never-married Priv-house-serv Not-in-family \n", - "13084 Never-married Priv-house-serv Not-in-family \n", - "22300 Never-married Priv-house-serv Not-in-family \n", - "4325 Never-married Craft-repair Not-in-family \n", - "4881 Never-married Craft-repair Not-in-family \n", - "5579 Never-married Machine-op-inspct Not-in-family \n", - "28230 Never-married Machine-op-inspct Not-in-family \n", - "8679 Never-married Prof-specialty Not-in-family \n", - "26313 Never-married Prof-specialty Not-in-family \n", - "16975 Never-married Other-service Not-in-family \n", - "18555 Never-married Other-service Not-in-family \n", - "16846 Divorced Other-service Not-in-family \n", - "32404 Divorced Other-service Not-in-family \n", - "4940 Married-civ-spouse Machine-op-inspct Husband \n", - "29157 Married-civ-spouse Machine-op-inspct Husband \n", - "25624 Married-civ-spouse Craft-repair Husband \n", - "28846 Married-civ-spouse Craft-repair Husband \n", - "10367 Married-civ-spouse Prof-specialty Husband \n", - "28522 Married-civ-spouse Prof-specialty Husband \n", - "17916 Never-married Prof-specialty Not-in-family \n", - "22367 Never-married Prof-specialty Not-in-family \n", - "11965 Divorced Adm-clerical Unmarried \n", - "30845 Divorced Adm-clerical Unmarried \n", - "16297 Married-civ-spouse Craft-repair Husband \n", - "17040 Married-civ-spouse Craft-repair Husband \n", - "7920 Married-civ-spouse Craft-repair Husband \n", - "21875 Married-civ-spouse Craft-repair Husband \n", - "7053 Married-civ-spouse Craft-repair Husband \n", - "22494 Married-civ-spouse Craft-repair Husband \n", - "2303 Never-married Other-service Not-in-family \n", - "5104 Never-married Other-service Not-in-family \n", - "\n", - " race sex capital-gain capital-loss \\\n", - "17673 White Male 0 0 \n", - "18698 White Male 0 0 \n", - "6990 White Female 0 0 \n", - "21318 White Female 0 0 \n", - "15189 Black Male 0 0 \n", - "21490 Black Male 0 0 \n", - "3917 White Male 0 0 \n", - "31993 White Male 0 0 \n", - "5805 White Female 0 0 \n", - "11631 White Female 0 0 \n", - "8080 White Male 0 0 \n", - "15059 White Male 0 0 \n", - "4767 White Female 0 0 \n", - "9171 White Female 0 0 \n", - "21103 White Male 0 0 \n", - "25872 White Male 0 0 \n", - "5842 White Female 0 0 \n", - "13084 White Female 0 0 \n", - "22300 White Female 0 0 \n", - "4325 White Male 0 0 \n", - "4881 White Male 0 0 \n", - "5579 White Female 0 0 \n", - "28230 White Female 0 0 \n", - "8679 White Male 0 0 \n", - "26313 White Male 0 0 \n", - "16975 Black Male 0 0 \n", - "18555 Black Male 0 0 \n", - "16846 White Female 0 0 \n", - "32404 White Female 0 0 \n", - "4940 White Male 0 0 \n", - "29157 White Male 0 0 \n", - "25624 White Male 0 0 \n", - "28846 White Male 0 0 \n", - "10367 White Male 0 0 \n", - "28522 White Male 0 0 \n", - "17916 White Female 0 0 \n", - "22367 White Female 0 0 \n", - "11965 White Female 0 0 \n", - "30845 White Female 0 0 \n", - "16297 White Male 0 0 \n", - "17040 White Male 0 0 \n", - "7920 White Male 0 0 \n", - "21875 White Male 0 0 \n", - "7053 White Male 0 0 \n", - "22494 White Male 0 0 \n", - "2303 Asian-Pac-Islander Male 0 0 \n", - "5104 Asian-Pac-Islander Male 0 0 \n", - "\n", - " hours-per-week native-country income \n", - "17673 40 United-States <=50K \n", - "18698 40 United-States <=50K \n", - "6990 10 United-States <=50K \n", - "21318 10 United-States <=50K \n", - "15189 30 United-States <=50K \n", - "21490 30 United-States <=50K \n", - "3917 14 United-States <=50K \n", - "31993 14 United-States <=50K \n", - "5805 10 United-States <=50K \n", - "11631 10 United-States <=50K \n", - "8080 50 Mexico <=50K \n", - "15059 50 Mexico <=50K \n", - "4767 10 United-States <=50K \n", - "9171 10 United-States <=50K \n", - "21103 55 Mexico <=50K \n", - "25872 55 Mexico <=50K \n", - "5842 40 Guatemala <=50K \n", - "13084 40 Guatemala <=50K \n", - "22300 40 Guatemala <=50K \n", - "4325 40 Mexico <=50K \n", - "4881 40 Mexico <=50K \n", - "5579 40 United-States <=50K \n", - "28230 40 United-States <=50K \n", - "8679 50 United-States <=50K \n", - "26313 50 United-States <=50K \n", - "16975 40 ? <=50K \n", - "18555 40 ? <=50K \n", - "16846 40 United-States <=50K \n", - "32404 40 United-States <=50K \n", - "4940 48 United-States >50K \n", - "29157 48 United-States >50K \n", - "25624 40 United-States <=50K \n", - "28846 40 United-States <=50K \n", - "10367 40 United-States >50K \n", - "28522 40 United-States >50K \n", - "17916 45 Mexico <=50K \n", - "22367 45 Mexico <=50K \n", - "11965 40 United-States <=50K \n", - "30845 40 United-States <=50K \n", - "16297 40 United-States <=50K \n", - "17040 40 United-States <=50K \n", - "7920 40 United-States <=50K \n", - "21875 40 United-States <=50K \n", - "7053 40 United-States <=50K \n", - "22494 40 United-States <=50K \n", - "2303 35 United-States <=50K \n", - "5104 35 United-States <=50K " - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[df.duplicated(keep=False)].sort_values(['age', 'workclass', 'fnlwgt'])" + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "duplicates = df[df.duplicated(keep=False)].sort_values(['age', 'workclass'])\n", + "duplicates.head(10)" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", - " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", - " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + "
\n", + " Solution\n", + " Creates a new dataframe, a subset of the original df consisting of its duplicate rows. The rows are sorted according to the specified columns.\n", + "
" ] }, { @@ -4739,38 +1076,14 @@ "- Error in recording the data (so the data actually exist but is not recorded)\n", "- The person/team who created the dataset wasn't/weren't able to get those specific values.\n", "\n", - "Ok, let's try to identify missing data in our dataframe. Both DataFrame and Series types have **.isnull( )** and **.notnull( )** methods. First we'll try to check one column for missing data:" + "Ok, let's try to identify missing data in our dataframe. Both DataFrame and Series types have `.isnull()` and `.notnull()` methods. First we'll try to check one column for missing data:" ] }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0 False\n", - "1 False\n", - "2 False\n", - "3 False\n", - "4 False\n", - " ... \n", - "32556 False\n", - "32557 False\n", - "32558 False\n", - "32559 False\n", - "32560 False\n", - "Name: workclass, Length: 32561, dtype: bool" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df['workclass'].isnull()" ] @@ -4779,37 +1092,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok, maybe it's not what we were expecting to see! As far as we can see, the answer to ***isnull*** was **False**. But it's not a good way since a part from being too long to read, the result is truncated so we can't actually see all the values. We can apply one of two following methods to summarize the result:\n", + "Ok, maybe it's not what we were expecting! As we can see, the result of `isnull` was `False` But this output isn’t very useful, it's too long to read and gets truncated, so we can’t see all the values. Instead, we can use one of the following two methods to summarize the result:\n", "\n", "- summing the values\n", - "- use built-in functions *any* and *all*" + "- use built-in functions `any` and `all`" ] }, { "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['workclass'].isnull().sum()" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df['workclass'].isnull().sum()" ] }, { @@ -4825,34 +1120,16 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "As you may remember, learning about Boolean data types we saw that Python considers True value as 1 and False values as 0. The output of cell above shows that the result of summation of all values is 0, it means not even one value is *True*." + "As you may remember, learning about Boolean data types we saw that Python considers `True` value as 1 and `False` values as 0. The output of cell above shows that the result of summation of all values is 0, it means not even one value is `True`." ] }, { "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['workclass'].isnull().any()" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df['workclass'].isnull().any()" ] }, { @@ -4868,14 +1145,7 @@ "source": [ "***What happened in the cell above?***\n", "\n", - "**any( )** is a built-in function which applied on a sequence returns *True* if there is *at least* ONE *True* value. The output of cell above shows that no *True* was found." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " + "`any()` is a built-in function which, applied on a sequence, returns `True` if there is at least ONE `True` value. The output of cell above shows that no `True` was found." ] }, { @@ -4891,7 +1161,7 @@ "source": [ "**YOUR TURN:**\n", " \n", - "Try to use **notnull( )** and **all( )** to do the same control we did above:" + "Try to use `notnull()` and `all()` to do the same check we did above:" ] }, { @@ -4909,40 +1179,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok it seems **workclass** column doesn't have any missing value. Now let's check the entire dataframe and found out which columns have *null* values. As we said before, like **Series**, **DataFrames**s also have **isnull( )** and **notnull( )**." + "
\n", + "\tSolution\n", + "df['workclass'].notnull().all()\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ok it seems `workclass` column doesn't have any missing value. Now let's check the entire dataframe and find out which columns have *null* values. As we said before, like `Series`, `DataFrame`s also have `isnull()` and `notnull()`:" ] }, { "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "age 0\n", - "workclass 0\n", - "fnlwgt 0\n", - "education 0\n", - "education-num 0\n", - "marital-status 0\n", - "occupation 0\n", - "relationship 0\n", - "race 0\n", - "sex 0\n", - "capital-gain 0\n", - "capital-loss 0\n", - "hours-per-week 0\n", - "native-country 0\n", - "income 0\n", - "dtype: int64" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.isnull().sum() # try to remove sum() and see the result" ] @@ -4951,41 +1205,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Wow! it seems we don't have a single missing value in the whole dataframe! The problem is that consulting with the description file comes with the dataset, we'll find this:\n", - " \n", + "Wow! It seems we don't have a single missing value in the whole dataframe! Consulting the description file that comes with the dataset, we'll find this:\n", + "> \n", "**'3. Convert Unknown to \"?\"'**\n", - "\n", + ">\n", "*(Note: you almost never find such a file in the real world!)*\n", "\n", - "So, it's means we're not that lucky after all! we can confirm this by applying a **.value_counts( )** on **workclass** column:" + "So, it means we're not that lucky after all! We can confirm this by applying a `.value_counts()` on `workclass` column:" ] }, { "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "workclass\n", - " Private 22696\n", - " Self-emp-not-inc 2541\n", - " Local-gov 2093\n", - " ? 1836\n", - " State-gov 1298\n", - " Self-emp-inc 1116\n", - " Federal-gov 960\n", - " Without-pay 14\n", - " Never-worked 7\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df['workclass'].value_counts()" ] @@ -4994,38 +1227,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Fantastic! we have 1836 missing values just in this column alone!\n", + "Fantastic! We have 1,836 missing values in this column alone!\n", "\n", - "While identifying missing data is almost straight forward, making decisions about them is not quite easy!\n", - "There are different strategies to deal with missing data but there is no CORRECT answer here:\n", + "While identifying missing data is fairly straightforward, deciding what to do with it is much more complex. There are several strategies for handling missing data, but there’s no single correct answer:\n", "\n", - "- ignoring them\n", - "- removing them\n", - "- replace them with another value\n", + "- Ignore them;\n", + "- Remove them;\n", + "- Replace them with another value.\n", "\n", - "Except the first method, choosing the other two methods bring us to other choices like what exactly we should remove? the whole row? when should we do it, when at least one value is missing or more ? or what should be used to fill the missing data, average of the other values? the last present value?\n", + "Except for the first approach, the other two require further decisions. For example, what exactly should we remove? The entire row? And when should we do it—if even one value is missing, or only if several are? If we decide to fill in the missing data, what should we use? The average? The last known value? \n", "\n", - "As you can see these choices are by no means easy to make and most of the time, any decision will dramatically affect your results. This is were a good knowledge of domain and statistics is needed.\n", + "As you can see, these decisions are not simple, and they can have a major impact on your results. That’s why a strong understanding of both the domain and basic statistics is so important.\n", "\n", - "Ok, let's see how can we apply these methods to our dataframe, starting from removal of missing data:" + "Now, let’s see how we can apply these methods to our `DataFrame`, starting with removing the missing data:" ] }, { "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "len(df) - len(df.dropna())" ] @@ -5034,16 +1255,23 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " + "**YOUR TURN:**\n", + " \n", + "Explain the code above and its result.\n", + "
\n", + "\tSolution\n", + "The method df.dropna() removes rows with missing values from the DataFrame. We can compare the length of the original DataFrame with the modified one. If the result is zero, it means they are the same size and there are no missing values.\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN:**\n", + "It seems we can't go forward with missing value methods before doing a certain data transformation. Can you guess what would be this transformation? Exactly! we should replace the `?` characters with null values. We're going to need:\n", " \n", - "Explain the code above and its result." + "- A method to replace a value with another one in a dataset $\\rightarrow$ `.replace()`\n", + "- An object that represents the null value $\\rightarrow$ `numpy.nan`" ] }, { @@ -5051,27 +1279,6 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", - " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", - " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It seems we can't go forward with missing value methods before doing a certain data transformation. Can you guess what would be this transformation? Exactly! we should replace **?** values with null values. so we're going to need:\n", - " \n", - "- A method to replace a value with another one in a dataset $\\rightarrow$ **.replace( )**\n", - "- An object that represents the null value $\\rightarrow$ **numpy.nan**" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], "source": [ "import numpy as np\n", "df_miss = df.replace(to_replace='?', value=np.nan)" @@ -5086,35 +1293,9 @@ }, { "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "age 0\n", - "workclass 0\n", - "fnlwgt 0\n", - "education 0\n", - "education-num 0\n", - "marital-status 0\n", - "occupation 0\n", - "relationship 0\n", - "race 0\n", - "sex 0\n", - "capital-gain 0\n", - "capital-loss 0\n", - "hours-per-week 0\n", - "native-country 0\n", - "income 0\n", - "dtype: int64" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df_miss.isnull().sum()" ] @@ -5123,32 +1304,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nope! :( but why? It seems that we should have used wasn't \"\"?\"\"...\"\"? \"\" maybe?\n", + "Nope! :( but why? It seems that our replace did not work. Maybe there are whitespace characters?\n", "\n", "Let's check it out:" ] }, { "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "_State-gov\n", - "_Self-emp-not-inc\n", - "_Private\n", - "_Federal-gov\n", - "_Local-gov\n", - "_?\n", - "_Self-emp-inc\n", - "_Without-pay\n", - "_Never-worked\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for item in df.workclass.unique():\n", " print(item.replace(' ','_'))" @@ -5158,50 +1323,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Aha! So there is a space before **?** !" + "Aha! So there is a space before `?`! Notice that the last replace was only for visualization, we did not modify the actual values in the `DataFrame`.\n", + "\n", + "We can then run the correct replacement:" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df_miss = df.replace(to_replace=' ?', value=np.nan)" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "age 0\n", - "workclass 1836\n", - "fnlwgt 0\n", - "education 0\n", - "education-num 0\n", - "marital-status 0\n", - "occupation 1843\n", - "relationship 0\n", - "race 0\n", - "sex 0\n", - "capital-gain 0\n", - "capital-loss 0\n", - "hours-per-week 0\n", - "native-country 583\n", - "income 0\n", - "dtype: int64" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ + "df_miss = df.replace(to_replace=' ?', value=np.nan)\n", "df_miss.isnull().sum()" ] }, @@ -5209,56 +1342,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Finally! Now that we have replaced ? with **Null** values, we can apply **.dropna( )**" + "Finally! Now that we have replaced ? with `Null` values, we can apply `.dropna()`" ] }, { "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "30162\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df_drop = df_miss.dropna()\n", - "print(len(df_drop))" + "print(len(df) - len(df_drop))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We've lost 30162 rows of dataset." + "We've lost 2399 dataset rows." ] }, { "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Which is about 7.37% of data.\n" - ] - } - ], - "source": [ - "print(f'Which is about {round((len(df) - len(df_drop)) / len(df), 4) * 100}% of data.')" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "print(f'Which is about {round((len(df) - len(df_drop)) / len(df), 4) * 100}% of data.')" ] }, { @@ -5292,172 +1402,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Using **.fillna( )** you can fill the the missing values with a desired value. In the next cell we fill them with a **_** character:" + "
\n", + "Solution\n", + "Use the help function to understand the dropna method (help(DataFrame.dropna())).\n", + "\n", + "df_miss2 = df.replace(to_replace=' ?', value=np.nan)\n", + "df_drop2 = df_miss2.dropna(how=\"any\", subset=[\"workclass\"])\n", + "print(len(df) - len(df_drop2))\n", + "df_miss3 = df.replace(to_replace=' ?', value=np.nan)\n", + "df_drop3 = df_miss3.dropna(thresh=1, subset=[\"occupation\"])\n", + "print(len(df) - len(df_drop3))\n", + "\n", + "
" ] }, { - "cell_type": "code", - "execution_count": 59, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "df_dashed = df_miss.fillna('-')" + "Using `.fillna()` you can fill the the missing values with a desired value. In the next cell we fill them with an underscore `_` character:" ] }, { "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexcapital-gaincapital-losshours-per-weeknative-countryincome
685232Private604506HS-grad9Married-civ-spouseTransport-movingOwn-childWhiteMale0072Mexico<=50K
912433Self-emp-not-inc281030HS-grad9Married-civ-spouseFarming-fishingHusbandWhiteMale0094United-States<=50K
10617-30487310th6Never-married-Own-childWhiteFemale34095032United-States<=50K
843937Private155064Assoc-voc11DivorcedProf-specialtyUnmarriedWhiteFemale0040United-States<=50K
\n", - "
" - ], - "text/plain": [ - " age workclass fnlwgt education education-num \\\n", - "6852 32 Private 604506 HS-grad 9 \n", - "9124 33 Self-emp-not-inc 281030 HS-grad 9 \n", - "106 17 - 304873 10th 6 \n", - "8439 37 Private 155064 Assoc-voc 11 \n", - "\n", - " marital-status occupation relationship race sex \\\n", - "6852 Married-civ-spouse Transport-moving Own-child White Male \n", - "9124 Married-civ-spouse Farming-fishing Husband White Male \n", - "106 Never-married - Own-child White Female \n", - "8439 Divorced Prof-specialty Unmarried White Female \n", - "\n", - " capital-gain capital-loss hours-per-week native-country income \n", - "6852 0 0 72 Mexico <=50K \n", - "9124 0 0 94 United-States <=50K \n", - "106 34095 0 32 United-States <=50K \n", - "8439 0 0 40 United-States <=50K " - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_dashed.sample(4)" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - " " + "df_dashed = df_miss.fillna('-')\n", + "df_dashed.sample(4)" ] }, { @@ -5498,14 +1471,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this section we will learn about pandas arguments which respect to what we already learned are a bit more advanced." + "In this section we will learn about pandas arguments which are a bit more advanced than what we already learned." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To start, lets start with an example. Imagine that you you have financial company which deals with three kind of orders:\n", + "Lets start with an example. Imagine that you have a financial company dealing with three kind of orders:\n", "- urgent/non-urgent orders\n", "- orders with three types (A, B and C)\n", "- bank orders (3 parts)\n", @@ -5524,12 +1497,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "First thing we should do is reading these data to dataframes:" + "The first thing we should do is reading these data into dataframes:" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5546,27 +1519,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Checking length of files shows that thy don't have the same size:" + "Checking the length of files shows that they don't have the same size:" ] }, { "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "23\n", - "37\n", - "23\n", - "37\n", - "23\n", - "37\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(len(urg_1))\n", "print(len(urg_2))\n", @@ -5580,7 +1540,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To start, we should put together two files of each department. To do so, we can use __concat__ method" + "We can check that files from the same department have the same columns. Since there are only a few columns, we can do it manually:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(f\"urg_1 columns: {urg_1.columns},\\nurg_2 columns: {urg_2.columns}\")\n", + "print(f\"bank_1 columns: {bank_1.columns},\\nbank_2 columns: {bank_2.columns}\")\n", + "print(f\"type_1 columns: {type_1.columns},\\ntype_2 columns: {type_2.columns}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To start, we should merge the two files corresponding to each department. To do so, we can use the `concat` method." ] }, { @@ -5592,37 +1570,27 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "urg = pd.concat([urg_1, urg_2])\n", "bank = pd.concat([bank_1, bank_2])\n", - "typ = pd.concat([type_1, type_2]) # why the name is typ and not type ?" + "typ = pd.concat([type_1, type_2]) # why is the name \"typ\" and not \"type\"?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "let's make sure that all three parts have the correct length (60)" + "Let's make sure that all three parts have the expected length (23 + 37 = 60):" ] }, { "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "60\n", - "60\n", - "60\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(len(urg))\n", "print(len(bank))\n", @@ -5633,275 +1601,57 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok,at thos point we have three files for three departments.(we concatenated files along their column or _axis=0_) Now we should concatenate these three files, this time along their row or _axis=1_:" + "Ok, at this point we have three files for three departments (we concatenated files along their column, or `axis=0`). We notice that the first two columns in the three `DataFrame` are identical:" ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# a temporary file as a result of urg + bank\n", - "df_0 = pd.concat([urg, bank], axis=1)" + "urg_bank = (urg.iloc[:,:2] == bank.iloc[:,:2]).all()\n", + "print(f\"urgency vs bank consistency check: \\n{urg_bank}\\n\")\n", + "\n", + "urg_type = (urg.iloc[:,:2] == typ.iloc[:,:2]).all()\n", + "print(f\"urgency vs type consistency check: \\n{urg_type}\\n\")" ] }, { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderweek_numweek_daybank_ord_1bank_ord_2bank_ord_3
013131.067166.64913191417837873839
114316.307223.270144491418841114793
214130.12998.9271491632987446992
315128.63396.0421521399894617679
415123.286103.55115211964779347574
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order week_num week_day \\\n", - "0 1 3 131.067 166.649 1 3 \n", - "1 1 4 316.307 223.270 1 4 \n", - "2 1 4 130.129 98.927 1 4 \n", - "3 1 5 128.633 96.042 1 5 \n", - "4 1 5 123.286 103.551 1 5 \n", - "\n", - " bank_ord_1 bank_ord_2 bank_ord_3 \n", - "0 19141 78378 73839 \n", - "1 44914 188411 14793 \n", - "2 9163 29874 46992 \n", - "3 21399 89461 7679 \n", - "4 21196 47793 47574 " - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "df_0.head()" + "
\n", + "\tAnother solution\n", + "Another approach would use loc instead of iloc, identifying columns by name:\n", + "urg.loc[:,\"week_num\":\"week_day\"]\n", + "\n", + "Notice how, in this particular slicing, the last column \"week_day\" is included.\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Have you noticed the duplicated columns __week_day__ and __week_day__ ? \n", - "\n", - "Let's see if we can remove them:" + "Week number and week day are the same in all three files. We could therefore concatenate these `DataFrame`, this time along their row or `axis=1`:" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df_0 = df_0.loc[:, ~df_0.columns.duplicated()]" + "# a temporary file as a result of urg + bank\n", + "df_0 = pd.concat([urg, bank], axis=1)" ] }, { "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3
013131.067166.649191417837873839
114316.307223.2704491418841114793
214130.12998.92791632987446992
315128.63396.04221399894617679
415123.286103.551211964779347574
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 3 131.067 166.649 19141 78378 \n", - "1 1 4 316.307 223.270 44914 188411 \n", - "2 1 4 130.129 98.927 9163 29874 \n", - "3 1 5 128.633 96.042 21399 89461 \n", - "4 1 5 123.286 103.551 21196 47793 \n", - "\n", - " bank_ord_3 \n", - "0 73839 \n", - "1 14793 \n", - "2 46992 \n", - "3 7679 \n", - "4 47574 " - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df_0.head()" ] @@ -5910,35 +1660,54 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " + "Have you noticed the duplicated columns `week_num` and `week_day`? \n", + "\n", + "Let's see if we can remove them:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_0 = df_0.loc[:, ~df_0.columns.duplicated()]\n", + "df_0.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "**YOUR TURN:**\n", - " \n", - "Explain what happened in the last cell." + " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - " " + "**YOUR TURN:**\n", + " \n", + "Explain what happened in the last cell.\n", + "\n", + "
\n", + "\tSolution\n", + "df_0.columns.duplicated() creates a boolean mask identifying duplicated column names. As we saw before, by default the first occurrence of the duplicated value is False while the others are marked as True.\n", + " \n", + "We then used the loc property to access the DataFrame by label. Using slicing, we included all rows (\":\"). For the columns, we used the tilde negation operator \"~\" to negate the mask and select columns that are not duplicated.\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now we can concatenate the last part and we are finished!" + "Now we can concatenate the last `DataFrame` and we are finished!" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5948,151 +1717,18 @@ }, { "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Index: 60 entries, 0 to 36\n", - "Data columns (total 10 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 week_num 60 non-null int64 \n", - " 1 week_day 60 non-null int64 \n", - " 2 non_urgent_order 60 non-null float64\n", - " 3 urgent_order 60 non-null float64\n", - " 4 bank_ord_1 60 non-null int64 \n", - " 5 bank_ord_2 60 non-null int64 \n", - " 6 bank_ord_3 60 non-null int64 \n", - " 7 order_A 60 non-null float64\n", - " 8 order_B 60 non-null float64\n", - " 9 order_C 60 non-null float64\n", - "dtypes: float64(5), int64(5)\n", - "memory usage: 5.2 KB\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.info()" ] }, { "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
013131.067166.64919141783787383990.47680.509127.575
114316.307223.270449141884111479361.543175.586302.448
214130.12998.9279163298744699242.90443.962142.383
315128.63396.0422139989461767938.05856.037130.580
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 3 131.067 166.649 19141 78378 \n", - "1 1 4 316.307 223.270 44914 188411 \n", - "2 1 4 130.129 98.927 9163 29874 \n", - "3 1 5 128.633 96.042 21399 89461 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "0 73839 90.476 80.509 127.575 \n", - "1 14793 61.543 175.586 302.448 \n", - "2 46992 42.904 43.962 142.383 \n", - "3 7679 38.058 56.037 130.580 " - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.head(4)" ] @@ -6101,162 +1737,87 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Changing data types" + " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now imagine that you are informed that the teams responsible for collecting __order_A__, __order_B__ and __order_C__ have recorder the values as *float* numbers while they should have be recorded as *integers*. To change data type in pandas we have different approaches to choose from. We will see two of them:" + "**YOUR TURN:**\n", + " \n", + "In real life, it's rare to be provided with multiple files that can be reconciliated this easily. Try to use the melt method to reorganize the tables in a more manageable way." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "__Method 1__" + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df['non_urgent_order'] = df['non_urgent_order'].astype(int)" + "# SOLUTION\n", + "# Let's start from our usual urgency DataFrame\n", + "urgency = pd.concat([urg_1, urg_2])\n", + "# Consider the row with week number = 1 and week day = 3 as an example:\n", + "print(\"Original Urgency:\\n\", urgency.loc[(urgency[\"week_num\"] == 1) & (urgency[\"week_day\"] == 3)])\n", + "# Unmelt the table. We transform the urgency types (urgent/non urgent) to a new column \"order type\"\n", + "urgency_melted = urgency.melt(id_vars=[\"week_num\", \"week_day\"], value_vars=[\"non_urgent_order\", \"urgent_order\"], var_name=\"order type\", value_name=\"order\")\n", + "# Let's see what happened to our example values:\n", + "print(\"\\nMelted Urgency:\\n\", urgency_melted.loc[(urgency_melted[\"week_num\"] == 1) & (urgency_melted[\"week_day\"] == 3)])\n", + "\n", + "# We can now unmelt the other DataFrames. The code is the same, we only need to specify order types, so we create a function\n", + "def melt_orders(df, column_names): \n", + " return df.melt(id_vars=[\"week_num\", \"week_day\"], value_vars=column_names, var_name=\"order type\", value_name=\"order\")\n", + "\n", + "bank_melted = melt_orders(bank, [\"bank_ord_1\", \"bank_ord_2\", \"bank_ord_3\"])\n", + "print(\"\\nBank Melted:\\n\", bank_melted.head(3))\n", + "type_melted = melt_orders(typ, [\"order_A\", \"order_B\", \"order_C\"])\n", + "print(\"\\nType Melted:\\n\", type_melted.head(3))\n", + "\n", + "# Now we can merge by column, we don't need rows to match exactly!\n", + "merged_pivot = pd.concat([urgency_melted, bank_melted, type_melted], axis=0).sort_values(by=[\"week_num\", \"week_day\"]).reset_index(drop=True)\n", + "merged_pivot.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Changing data types" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now imagine that you are informed that the teams responsible for collecting `order_A`, `order_B` and `order_C` have recorded the values as `float` numbers while they should have be recorded as `int`s. To change data type in pandas we have different approaches to choose from. We will see two of them:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "__Method 1__" ] }, { "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
013131166.64919141783787383990.47680.509127.575
114316223.270449141884111479361.543175.586302.448
21413098.9279163298744699242.90443.962142.383
31512896.0422139989461767938.05856.037130.580
415123103.55121196477934757447.33172.444116.529
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 3 131 166.649 19141 78378 \n", - "1 1 4 316 223.270 44914 188411 \n", - "2 1 4 130 98.927 9163 29874 \n", - "3 1 5 128 96.042 21399 89461 \n", - "4 1 5 123 103.551 21196 47793 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "0 73839 90.476 80.509 127.575 \n", - "1 14793 61.543 175.586 302.448 \n", - "2 46992 42.904 43.962 142.383 \n", - "3 7679 38.058 56.037 130.580 \n", - "4 47574 47.331 72.444 116.529 " - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ + "df['non_urgent_order'] = df['non_urgent_order'].astype(int)\n", "df.head()" ] }, @@ -6269,144 +1830,19 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df['urgent_order'] = df['urgent_order'].apply(lambda x : int(x)) " + "df['urgent_order'] = df['urgent_order'].apply(lambda x : int(x))\n", + "df.head()" ] }, { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
01313116619141783787383990.47680.509127.575
114316223449141884111479361.543175.586302.448
214130989163298744699242.90443.962142.383
315128962139989461767938.05856.037130.580
41512310321196477934757447.33172.444116.529
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 3 131 166 19141 78378 \n", - "1 1 4 316 223 44914 188411 \n", - "2 1 4 130 98 9163 29874 \n", - "3 1 5 128 96 21399 89461 \n", - "4 1 5 123 103 21196 47793 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "0 73839 90.476 80.509 127.575 \n", - "1 14793 61.543 175.586 302.448 \n", - "2 46992 42.904 43.962 142.383 \n", - "3 7679 38.058 56.037 130.580 \n", - "4 47574 47.331 72.444 116.529 " - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "df.head()" + "However, it's always better to use built-in functions! They are generally better optimized and with a faster execution." ] }, { @@ -6422,30 +1858,45 @@ "source": [ "**YOUR TURN:**\n", " \n", - "Use a *for loop* to round the **order_X** columns to one digit." + "Use a `for` loop to round the `order_X` columns to one digit." ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\tSolution\n", + "\t\n", "cols = ['order_A', 'order_B', 'order_C']\n", "for col in cols:\n", - " df[col] = df[col].apply(lambda x : round(x, 1)) " + " df[col] = df[col].apply(lambda x : round(x, 1)) \n", + "\t\n", + "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The above code works perfectly but is it the best way to do the task? the answer is no! we can use it because we have just three columns in this example. What if we are dealing with 30, 300 or more? The following code is a better version which uses a pattern to get the desired columns." + "The code above works perfectly fine, but is it the best way to do the task? The answer is no! \n", + "We can use it because we have just three columns in this example. What if we were dealing with 30, 300 or more? The following code is a better version which uses a pattern to get the desired columns:" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -6456,148 +1907,9 @@ }, { "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
01313116619141783787383990.580.5127.6
114316223449141884111479361.5175.6302.4
214130989163298744699242.944.0142.4
315128962139989461767938.156.0130.6
41512310321196477934757447.372.4116.5
51643843452213051494721.825.182.5
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 3 131 166 19141 78378 \n", - "1 1 4 316 223 44914 188411 \n", - "2 1 4 130 98 9163 29874 \n", - "3 1 5 128 96 21399 89461 \n", - "4 1 5 123 103 21196 47793 \n", - "5 1 6 43 84 3452 21305 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "0 73839 90.5 80.5 127.6 \n", - "1 14793 61.5 175.6 302.4 \n", - "2 46992 42.9 44.0 142.4 \n", - "3 7679 38.1 56.0 130.6 \n", - "4 47574 47.3 72.4 116.5 \n", - "5 14947 21.8 25.1 82.5 " - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.head(6)" ] @@ -6606,286 +1918,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In lots of cases, we need to perform some kind of aggregation to our data. For example, let' see how can we get the sum of values for each week :\n" + "### Group by" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Group by" + "In lots of cases, we need to perform some kind of aggregation to our data. For example, let's see how can we get the sum of orders for each week :" ] }, { "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
01313116619141783787383990.580.5127.6
114316223449141884111479361.5175.6302.4
214130989163298744699242.944.0142.4
315128962139989461767938.156.0130.6
41512310321196477934757447.372.4116.5
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 3 131 166 19141 78378 \n", - "1 1 4 316 223 44914 188411 \n", - "2 1 4 130 98 9163 29874 \n", - "3 1 5 128 96 21399 89461 \n", - "4 1 5 123 103 21196 47793 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "0 73839 90.5 80.5 127.6 \n", - "1 14793 61.5 175.6 302.4 \n", - "2 46992 42.9 44.0 142.4 \n", - "3 7679 38.1 56.0 130.6 \n", - "4 47574 47.3 72.4 116.5 " - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.head()" ] }, { "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
week_num
1391336978294599633301250942444.1712.21215.5
26022131654453997990806326422686.91274.72025.0
354236616564498751179153296042635.51769.41941.9
458248516667681571134189331730728.81586.21913.4
53119241154831822826640181742631.61211.31275.8
\n", - "
" - ], - "text/plain": [ - " week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "week_num \n", - "1 39 1336 978 294599 633301 \n", - "2 60 2213 1654 453997 990806 \n", - "3 54 2366 1656 449875 1179153 \n", - "4 58 2485 1666 768157 1134189 \n", - "5 31 1924 1154 831822 826640 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "week_num \n", - "1 250942 444.1 712.2 1215.5 \n", - "2 326422 686.9 1274.7 2025.0 \n", - "3 296042 635.5 1769.4 1941.9 \n", - "4 331730 728.8 1586.2 1913.4 \n", - "5 181742 631.6 1211.3 1275.8 " - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.groupby(['week_num']).sum()" ] @@ -6894,143 +1950,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We got what we wanted but we also got something that doesn't make sense! \n", + "We got what we wanted, but we also got something that doesn't make sense! \n", "\n", - "Can you spot it? yes! it's __week_day__!\n", + "Can you spot it? yes! it's `week_day`!\n", "\n", "Let's see if we can remove it using a list comprehension:" ] }, { "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
non_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
week_num
11336978294599633301250942444.1712.21215.5
222131654453997990806326422686.91274.72025.0
3236616564498751179153296042635.51769.41941.9
4248516667681571134189331730728.81586.21913.4
519241154831822826640181742631.61211.31275.8
\n", - "
" - ], - "text/plain": [ - " non_urgent_order urgent_order bank_ord_1 bank_ord_2 bank_ord_3 \\\n", - "week_num \n", - "1 1336 978 294599 633301 250942 \n", - "2 2213 1654 453997 990806 326422 \n", - "3 2366 1656 449875 1179153 296042 \n", - "4 2485 1666 768157 1134189 331730 \n", - "5 1924 1154 831822 826640 181742 \n", - "\n", - " order_A order_B order_C \n", - "week_num \n", - "1 444.1 712.2 1215.5 \n", - "2 686.9 1274.7 2025.0 \n", - "3 635.5 1769.4 1941.9 \n", - "4 728.8 1586.2 1913.4 \n", - "5 631.6 1211.3 1275.8 " - ] - }, - "execution_count": 77, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df[[x for x in df.columns if x not in ['week_day']]].groupby(['week_num']).sum()" ] @@ -7039,134 +1970,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ok, we removed __week_day__ but there's still one small problem with the table of results. \n", + "Ok, we removed `week_day` but there's still one small problem with the table of results. \n", "\n", - "When we use _group_by_ as we did, pandas uses the key you want to do the aggregation on as the index of the table which results in having a multi-level columns? (have you noticed that the column names are not aligned?) To solve this we can use __.reset_index()__ method:" + "When we use `group_by` as we did, pandas uses the key you want to do the aggregation on as the index of the table which results in having a multi-level columns? (have you noticed that the column names are not aligned?) To solve this we can use the `.reset_index()` method:" ] }, { "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numnon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
011336978294599633301250942444.1712.21215.5
1222131654453997990806326422686.91274.72025.0
23236616564498751179153296042635.51769.41941.9
34248516667681571134189331730728.81586.21913.4
4519241154831822826640181742631.61211.31275.8
\n", - "
" - ], - "text/plain": [ - " week_num non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 1336 978 294599 633301 \n", - "1 2 2213 1654 453997 990806 \n", - "2 3 2366 1656 449875 1179153 \n", - "3 4 2485 1666 768157 1134189 \n", - "4 5 1924 1154 831822 826640 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "0 250942 444.1 712.2 1215.5 \n", - "1 326422 686.9 1274.7 2025.0 \n", - "2 296042 635.5 1769.4 1941.9 \n", - "3 331730 728.8 1586.2 1913.4 \n", - "4 181742 631.6 1211.3 1275.8 " - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df[[x for x in df.columns if x not in ['week_day']]].groupby(['week_num']).sum().reset_index()" ] @@ -7189,129 +2002,25 @@ }, { "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_C
02237.636364142.18181852945.545455130088.54545519709.63636459.309091153.527273177.354545
13172.833333128.33333349701.33333379167.08333325607.91666749.925000108.458333145.533333
24167.692308112.23076941912.46153880446.53846224946.69230847.630769103.546154130.776923
35138.083333112.25000040735.83333353072.33333325260.50000050.92500093.075000129.958333
46149.91666799.83333348828.41666758369.75000019612.00000053.75833391.708333117.891667
\n", - "
" - ], - "text/plain": [ - " week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 2 237.636364 142.181818 52945.545455 130088.545455 \n", - "1 3 172.833333 128.333333 49701.333333 79167.083333 \n", - "2 4 167.692308 112.230769 41912.461538 80446.538462 \n", - "3 5 138.083333 112.250000 40735.833333 53072.333333 \n", - "4 6 149.916667 99.833333 48828.416667 58369.750000 \n", - "\n", - " bank_ord_3 order_A order_B order_C \n", - "0 19709.636364 59.309091 153.527273 177.354545 \n", - "1 25607.916667 49.925000 108.458333 145.533333 \n", - "2 24946.692308 47.630769 103.546154 130.776923 \n", - "3 25260.500000 50.925000 93.075000 129.958333 \n", - "4 19612.000000 53.758333 91.708333 117.891667 " - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df[[x for x in df.columns if x not in ['week_num']]].groupby(['week_day']).mean().reset_index()" + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\tSolution\n", + "Create a new dataframe without the week_num column, then group by week_day aggregating values by mean. Remember to resent_index to regain the week_day column\n", + " \n", + "df[df.columns[~(df.columns == \"week_num\")]].groupby(['week_day']).mean().reset_index()\n", + "
" ] }, { @@ -7334,12 +2043,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's say we want to create a new column as the sum of all __order_X__ columns:" + "Let's say we want to create a new column as the sum of all `order_X` columns:" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -7348,253 +2057,18 @@ }, { "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_Corder_total
315128962139989461767938.156.0130.6224.7
234516812595989507635544571.1100.5136.0307.6
41512310321196477934757447.372.4116.5236.2
325315013334421877081135454.2115.7116.4286.3
9351459117768366932904643.966.3133.4243.6
1022252150690931690881251677.4154.9182.9415.2
17434351812105081772293051467.9267.3281.2616.4
21261469545733439302899837.759.9144.5242.1
43315113142638627323238643.489.4156.9289.7
214130989163298744699242.944.0142.4229.3
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 \\\n", - "3 1 5 128 96 21399 \n", - "23 4 5 168 125 95989 \n", - "4 1 5 123 103 21196 \n", - "32 5 3 150 133 34421 \n", - "9 3 5 145 91 17768 \n", - "10 2 2 252 150 69093 \n", - "17 4 3 435 181 210508 \n", - "21 2 6 146 95 45733 \n", - "4 3 3 151 131 42638 \n", - "2 1 4 130 98 9163 \n", - "\n", - " bank_ord_2 bank_ord_3 order_A order_B order_C order_total \n", - "3 89461 7679 38.1 56.0 130.6 224.7 \n", - "23 50763 55445 71.1 100.5 136.0 307.6 \n", - "4 47793 47574 47.3 72.4 116.5 236.2 \n", - "32 87708 11354 54.2 115.7 116.4 286.3 \n", - "9 36693 29046 43.9 66.3 133.4 243.6 \n", - "10 169088 12516 77.4 154.9 182.9 415.2 \n", - "17 177229 30514 67.9 267.3 281.2 616.4 \n", - "21 43930 28998 37.7 59.9 144.5 242.1 \n", - "4 62732 32386 43.4 89.4 156.9 289.7 \n", - "2 29874 46992 42.9 44.0 142.4 229.3 " - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.sample(10)" ] }, { "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Index: 60 entries, 0 to 36\n", - "Data columns (total 11 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 week_num 60 non-null int64 \n", - " 1 week_day 60 non-null int64 \n", - " 2 non_urgent_order 60 non-null int64 \n", - " 3 urgent_order 60 non-null int64 \n", - " 4 bank_ord_1 60 non-null int64 \n", - " 5 bank_ord_2 60 non-null int64 \n", - " 6 bank_ord_3 60 non-null int64 \n", - " 7 order_A 60 non-null float64\n", - " 8 order_B 60 non-null float64\n", - " 9 order_C 60 non-null float64\n", - " 10 order_total 60 non-null float64\n", - "dtypes: float64(4), int64(7)\n", - "memory usage: 5.6 KB\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.info()" ] @@ -7612,16 +2086,23 @@ "source": [ "**YOUR TURN:**\n", " \n", - "Add a new columns as sum of bank orders : **bank_order_total**" + "Add a new columns as sum of bank orders : **bank_order_total**\n", + "\n", + "
\n", + "\tSolution\n", + "\tdf['bank_order_total'] = df['bank_ord_1'] + df['bank_ord_2'] + df['bank_ord_3']\n", + "
" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df['bank_order_total'] = df['bank_ord_1'] + df['bank_ord_2'] + df['bank_ord_3']" + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, { @@ -7633,10 +2114,8 @@ }, { "cell_type": "code", - "execution_count": 84, - "metadata": { - "scrolled": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "dd = []\n", @@ -7650,10 +2129,8 @@ }, { "cell_type": "code", - "execution_count": 85, - "metadata": { - "scrolled": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "df['bank_order_total'] = sum([df[col] for col in df.columns if 'bank' in col ])" @@ -7663,26 +2140,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Another way to add a new column is to create it based on a __condition__:" + "Another way to add a new column is to create it based on a `condition`:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Imagine that we want to create a new column in the dataframe named _status_ . The value of this column should be __High__ if the __urgent_order__ is less than 110 and __Low___ otherwise:" + "Imagine that we want to create a new column in the dataframe named `status`. The value of this column should be `High` if `urgent_order` is less than 110 and `Low` otherwise:" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -7691,162 +2161,18 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df['status'] = np.where(df['urgent_order'] < 110 , 'High', 'Low')" + "df['status'] = np.where(df['urgent_order'] < 110 , 'Low', 'High')" ] }, { "cell_type": "code", - "execution_count": 88, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_Corder_totalbank_order_totalstatus
01313116619141783787383990.580.5127.6298.6514074Low
114316223449141884111479361.5175.6302.4539.5744354Low
214130989163298744699242.944.0142.4229.3258087High
315128962139989461767938.156.0130.6224.7355617High
41512310321196477934757447.372.4116.5236.2349689High
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 bank_ord_2 \\\n", - "0 1 3 131 166 19141 78378 \n", - "1 1 4 316 223 44914 188411 \n", - "2 1 4 130 98 9163 29874 \n", - "3 1 5 128 96 21399 89461 \n", - "4 1 5 123 103 21196 47793 \n", - "\n", - " bank_ord_3 order_A order_B order_C order_total bank_order_total status \n", - "0 73839 90.5 80.5 127.6 298.6 514074 Low \n", - "1 14793 61.5 175.6 302.4 539.5 744354 Low \n", - "2 46992 42.9 44.0 142.4 229.3 258087 High \n", - "3 7679 38.1 56.0 130.6 224.7 355617 High \n", - "4 47574 47.3 72.4 116.5 236.2 349689 High " - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "df.head()" ] @@ -7869,175 +2195,26 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df['ord_status'] = np.where(np.mean([df['order_A'] , df['order_C']]) < df['order_B'] , 'Low', 'High')" + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daynon_urgent_orderurgent_orderbank_ord_1bank_ord_2bank_ord_3order_Aorder_Border_Corder_totalbank_order_totalstatusord_status
27461347928701651991102336.771.4105.4213.5314769HighHigh
132316510243112728401130446.396.9124.8268.0381768HighLow
182511810024682475633531454.475.6105.6235.6322677HighHigh
315128962139989461767938.156.0130.6224.7355617HighHigh
192511210625876386461398947.477.6109.7234.7235533HighHigh
\n", - "
" - ], - "text/plain": [ - " week_num week_day non_urgent_order urgent_order bank_ord_1 \\\n", - "27 4 6 134 79 28701 \n", - "13 2 3 165 102 43112 \n", - "18 2 5 118 100 24682 \n", - "3 1 5 128 96 21399 \n", - "19 2 5 112 106 25876 \n", - "\n", - " bank_ord_2 bank_ord_3 order_A order_B order_C order_total \\\n", - "27 65199 11023 36.7 71.4 105.4 213.5 \n", - "13 72840 11304 46.3 96.9 124.8 268.0 \n", - "18 47563 35314 54.4 75.6 105.6 235.6 \n", - "3 89461 7679 38.1 56.0 130.6 224.7 \n", - "19 38646 13989 47.4 77.6 109.7 234.7 \n", - "\n", - " bank_order_total status ord_status \n", - "27 314769 High High \n", - "13 381768 High Low \n", - "18 322677 High High \n", - "3 355617 High High \n", - "19 235533 High High " - ] - }, - "execution_count": 90, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.sample(5)" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\tSolution\n", + "\t\n", + "df['ord_status'] = np.where(np.mean([df['order_A'] , df['order_C']]) < df['order_B'] , 'High', 'Low')\n", + "df.sample(5)\n", + "\t\n", + "
" ] }, { @@ -8056,7 +2233,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -8065,84 +2242,9 @@ }, { "cell_type": "code", - "execution_count": 94, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daytotal_ord
013298.560
114539.577
214229.249
315224.675
415236.304
\n", - "
" - ], - "text/plain": [ - " week_num week_day total_ord\n", - "0 1 3 298.560\n", - "1 1 4 539.577\n", - "2 1 4 229.249\n", - "3 1 5 224.675\n", - "4 1 5 236.304" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "totals.head()" ] @@ -8156,487 +2258,25 @@ }, { "cell_type": "code", - "execution_count": 95, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_daytotal_ord
03298.560
14539.577
24229.249
35224.675
45236.304
56129.412
66297.174
76416.830
82317.120
92409.401
102415.187
113210.517
123231.035
133268.002
144207.364
154238.826
164234.503
175263.043
185235.598
195234.724
206248.958
216242.112
226230.064
232344.291
242490.790
252357.394
263248.428
273289.657
283259.246
294281.420
304298.459
314244.235
325243.568
335323.603
345402.607
356308.178
366255.061
372363.402
382342.606
393336.872
403616.453
413268.640
424246.992
434346.035
444188.601
455308.880
465307.645
475202.022
486233.126
496253.847
506213.509
512404.380
522530.944
532316.849
543333.359
553286.412
564306.356
574303.447
585304.950
596331.900
\n", - "
" - ], - "text/plain": [ - " week_day total_ord\n", - "0 3 298.560\n", - "1 4 539.577\n", - "2 4 229.249\n", - "3 5 224.675\n", - "4 5 236.304\n", - "5 6 129.412\n", - "6 6 297.174\n", - "7 6 416.830\n", - "8 2 317.120\n", - "9 2 409.401\n", - "10 2 415.187\n", - "11 3 210.517\n", - "12 3 231.035\n", - "13 3 268.002\n", - "14 4 207.364\n", - "15 4 238.826\n", - "16 4 234.503\n", - "17 5 263.043\n", - "18 5 235.598\n", - "19 5 234.724\n", - "20 6 248.958\n", - "21 6 242.112\n", - "22 6 230.064\n", - "23 2 344.291\n", - "24 2 490.790\n", - "25 2 357.394\n", - "26 3 248.428\n", - "27 3 289.657\n", - "28 3 259.246\n", - "29 4 281.420\n", - "30 4 298.459\n", - "31 4 244.235\n", - "32 5 243.568\n", - "33 5 323.603\n", - "34 5 402.607\n", - "35 6 308.178\n", - "36 6 255.061\n", - "37 2 363.402\n", - "38 2 342.606\n", - "39 3 336.872\n", - "40 3 616.453\n", - "41 3 268.640\n", - "42 4 246.992\n", - "43 4 346.035\n", - "44 4 188.601\n", - "45 5 308.880\n", - "46 5 307.645\n", - "47 5 202.022\n", - "48 6 233.126\n", - "49 6 253.847\n", - "50 6 213.509\n", - "51 2 404.380\n", - "52 2 530.944\n", - "53 2 316.849\n", - "54 3 333.359\n", - "55 3 286.412\n", - "56 4 306.356\n", - "57 4 303.447\n", - "58 5 304.950\n", - "59 6 331.900" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "totals.drop(['week_num'], axis=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It seems that we successfully removed __week_num__ from the dataframe. Let's confirm it by checking the head:" + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "totals.drop(['week_num'], axis=1).head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It seems that we successfully removed `week_num` from the dataframe. Let's confirm it by checking the head:" ] }, { "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numweek_daytotal_ord
013298.560
114539.577
214229.249
\n", - "
" - ], - "text/plain": [ - " week_num week_day total_ord\n", - "0 1 3 298.560\n", - "1 1 4 539.577\n", - "2 1 4 229.249" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "totals.head(3)" ] @@ -8645,13 +2285,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nope! __week_num__ is there!\n", - "The reason is that __.drop__ method, unless specified , _returns_ the result you've askedd without changing the actual data. Using __inplace=True__ we can change the dataframe:" + "Nope! `week_num` is there!\n", + "The reason is that `.drop`, unless specified, _returns_ the result you've asked without changing the actual data. Using `inplace=True` we can change the dataframe:" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -8660,66 +2300,9 @@ }, { "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_daytotal_ord
03298.560
14539.577
24229.249
\n", - "
" - ], - "text/plain": [ - " week_day total_ord\n", - "0 3 298.560\n", - "1 4 539.577\n", - "2 4 229.249" - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "totals.head(3)" ] @@ -8735,358 +2318,11 @@ }, { "cell_type": "code", - "execution_count": 101, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
total_ord
0298.560
1539.577
2229.249
3224.675
4236.304
5129.412
6297.174
7416.830
8317.120
9409.401
10415.187
11210.517
12231.035
13268.002
14207.364
15238.826
16234.503
17263.043
18235.598
19234.724
20248.958
21242.112
22230.064
23344.291
24490.790
25357.394
26248.428
27289.657
28259.246
29281.420
30298.459
31244.235
32243.568
33323.603
34402.607
35308.178
36255.061
37363.402
38342.606
39336.872
40616.453
41268.640
42246.992
43346.035
44188.601
45308.880
46307.645
47202.022
48233.126
49253.847
50213.509
51404.380
52530.944
53316.849
54333.359
55286.412
56306.356
57303.447
58304.950
59331.900
\n", - "
" - ], - "text/plain": [ - " total_ord\n", - "0 298.560\n", - "1 539.577\n", - "2 229.249\n", - "3 224.675\n", - "4 236.304\n", - "5 129.412\n", - "6 297.174\n", - "7 416.830\n", - "8 317.120\n", - "9 409.401\n", - "10 415.187\n", - "11 210.517\n", - "12 231.035\n", - "13 268.002\n", - "14 207.364\n", - "15 238.826\n", - "16 234.503\n", - "17 263.043\n", - "18 235.598\n", - "19 234.724\n", - "20 248.958\n", - "21 242.112\n", - "22 230.064\n", - "23 344.291\n", - "24 490.790\n", - "25 357.394\n", - "26 248.428\n", - "27 289.657\n", - "28 259.246\n", - "29 281.420\n", - "30 298.459\n", - "31 244.235\n", - "32 243.568\n", - "33 323.603\n", - "34 402.607\n", - "35 308.178\n", - "36 255.061\n", - "37 363.402\n", - "38 342.606\n", - "39 336.872\n", - "40 616.453\n", - "41 268.640\n", - "42 246.992\n", - "43 346.035\n", - "44 188.601\n", - "45 308.880\n", - "46 307.645\n", - "47 202.022\n", - "48 233.126\n", - "49 253.847\n", - "50 213.509\n", - "51 404.380\n", - "52 530.944\n", - "53 316.849\n", - "54 333.359\n", - "55 286.412\n", - "56 306.356\n", - "57 303.447\n", - "58 304.950\n", - "59 331.900" - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "totals[['total_ord']]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "totals[['total_ord']].head()" ] }, { @@ -9102,417 +2338,28 @@ "source": [ "**YOUR TURN:**\n", " \n", - "Using the second method, remove the _week_day_ column" + "Using the second method, remove the `week_day` column" ] }, { "cell_type": "code", - "execution_count": 113, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
week_numtotal_ord
01298.560
11539.577
21229.249
31224.675
41236.304
51129.412
61297.174
71416.830
82317.120
92409.401
102415.187
112210.517
122231.035
132268.002
142207.364
152238.826
162234.503
172263.043
182235.598
192234.724
202248.958
212242.112
222230.064
233344.291
243490.790
253357.394
263248.428
273289.657
283259.246
293281.420
303298.459
313244.235
323243.568
333323.603
343402.607
353308.178
363255.061
374363.402
384342.606
394336.872
404616.453
414268.640
424246.992
434346.035
444188.601
454308.880
464307.645
474202.022
484233.126
494253.847
504213.509
515404.380
525530.944
535316.849
545333.359
555286.412
565306.356
575303.447
585304.950
595331.900
\n", - "
" - ], - "text/plain": [ - " week_num total_ord\n", - "0 1 298.560\n", - "1 1 539.577\n", - "2 1 229.249\n", - "3 1 224.675\n", - "4 1 236.304\n", - "5 1 129.412\n", - "6 1 297.174\n", - "7 1 416.830\n", - "8 2 317.120\n", - "9 2 409.401\n", - "10 2 415.187\n", - "11 2 210.517\n", - "12 2 231.035\n", - "13 2 268.002\n", - "14 2 207.364\n", - "15 2 238.826\n", - "16 2 234.503\n", - "17 2 263.043\n", - "18 2 235.598\n", - "19 2 234.724\n", - "20 2 248.958\n", - "21 2 242.112\n", - "22 2 230.064\n", - "23 3 344.291\n", - "24 3 490.790\n", - "25 3 357.394\n", - "26 3 248.428\n", - "27 3 289.657\n", - "28 3 259.246\n", - "29 3 281.420\n", - "30 3 298.459\n", - "31 3 244.235\n", - "32 3 243.568\n", - "33 3 323.603\n", - "34 3 402.607\n", - "35 3 308.178\n", - "36 3 255.061\n", - "37 4 363.402\n", - "38 4 342.606\n", - "39 4 336.872\n", - "40 4 616.453\n", - "41 4 268.640\n", - "42 4 246.992\n", - "43 4 346.035\n", - "44 4 188.601\n", - "45 4 308.880\n", - "46 4 307.645\n", - "47 4 202.022\n", - "48 4 233.126\n", - "49 4 253.847\n", - "50 4 213.509\n", - "51 5 404.380\n", - "52 5 530.944\n", - "53 5 316.849\n", - "54 5 333.359\n", - "55 5 286.412\n", - "56 5 306.356\n", - "57 5 303.447\n", - "58 5 304.950\n", - "59 5 331.900" - ] - }, - "execution_count": 113, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "totals[[col for col in totals.columns if 'day' not in col]]" + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\tSolution\n", + "\ttotals[[col for col in totals.columns if 'day' not in col]].head()\n", + "
" ] }, { @@ -9526,12 +2373,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Pandas has lots of tools for dealing with Time-Series data. Resampling is aggregation of certain time period into another one. In the following example first we create a dataframe with random values, with daily frequency." + "Pandas has lots of tools for dealing with Time-Series data. Resampling is aggregation of certain time period into another one. In the following example, we will first create a dataframe with random daily values." ] }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -9543,300 +2390,27 @@ "\n", "# creating a dataframe \n", "ts_df = pd.DataFrame(rng, ts_data)\n", + "ts_df.reset_index(inplace=True)\n", + "ts_df.columns = ['value','date']\n", "\n", - "ts_df.reset_index(inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
index0
09.1463752020-01-01
13.7610322020-01-02
28.6210762020-01-03
39.3469062020-01-04
412.4507912020-01-05
\n", - "
" - ], - "text/plain": [ - " index 0\n", - "0 9.146375 2020-01-01\n", - "1 3.761032 2020-01-02\n", - "2 8.621076 2020-01-03\n", - "3 9.346906 2020-01-04\n", - "4 12.450791 2020-01-05" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ + "# check result\n", "ts_df.head()" ] }, { - "cell_type": "code", - "execution_count": 101, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "ts_df.columns = ['value','date']" + "Now using the `resample` method we can calculate monthly averages:" ] }, { "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
valuedate
09.1463752020-01-01
13.7610322020-01-02
28.6210762020-01-03
39.3469062020-01-04
412.4507912020-01-05
\n", - "
" - ], - "text/plain": [ - " value date\n", - "0 9.146375 2020-01-01\n", - "1 3.761032 2020-01-02\n", - "2 8.621076 2020-01-03\n", - "3 9.346906 2020-01-04\n", - "4 12.450791 2020-01-05" - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts_df.head()" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "Now using __resample__ method we can calculate average value of each month" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
datevalue
02020-01-316.033043
12020-02-296.491428
22020-03-315.819716
32020-04-306.497383
42020-05-316.301633
52020-06-306.182946
62020-07-318.799869
72020-08-316.634445
82020-09-306.038134
92020-10-316.226606
102020-11-306.677804
112020-12-316.875283
\n", - "
" - ], - "text/plain": [ - " date value\n", - "0 2020-01-31 6.033043\n", - "1 2020-02-29 6.491428\n", - "2 2020-03-31 5.819716\n", - "3 2020-04-30 6.497383\n", - "4 2020-05-31 6.301633\n", - "5 2020-06-30 6.182946\n", - "6 2020-07-31 8.799869\n", - "7 2020-08-31 6.634445\n", - "8 2020-09-30 6.038134\n", - "9 2020-10-31 6.226606\n", - "10 2020-11-30 6.677804\n", - "11 2020-12-31 6.875283" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ts_df.resample('M', on='date').mean().reset_index()" + "ts_df.resample('MS', on='date').mean().reset_index()" ] }, { @@ -9850,13 +2424,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Often in finance, we should calculate moving aggregation of values (mean, median, etc.).\n", - "In the following example we calculate quarterly moving average of _Apple_ stock price." + "Often, in finance, we have to evaluate moving aggregations of values (mean, median, etc.).\n", + "In the following example, we calculate quarterly moving averages of _Apple_ stock price." ] }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -9866,7 +2440,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -9875,148 +2449,16 @@ }, { "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
AAAAPLGEIBMJNJMSFTPEPSPXXOM
1990-02-014.987.862.8716.794.270.516.04328.796.12
1990-02-025.048.002.8716.894.370.516.09330.926.24
1990-02-055.078.182.8717.324.340.516.05331.856.25
1990-02-065.018.122.8817.564.320.516.15329.666.23
1990-02-075.047.772.9117.934.380.516.17333.756.33
\n", - "
" - ], - "text/plain": [ - " AA AAPL GE IBM JNJ MSFT \\\n", - " \n", - "1990-02-01 4.98 7.86 2.87 16.79 4.27 0.51 \n", - "1990-02-02 5.04 8.00 2.87 16.89 4.37 0.51 \n", - "1990-02-05 5.07 8.18 2.87 17.32 4.34 0.51 \n", - "1990-02-06 5.01 8.12 2.88 17.56 4.32 0.51 \n", - "1990-02-07 5.04 7.77 2.91 17.93 4.38 0.51 \n", - "\n", - " PEP SPX XOM \n", - " \n", - "1990-02-01 6.04 328.79 6.12 \n", - "1990-02-02 6.09 330.92 6.24 \n", - "1990-02-05 6.05 331.85 6.25 \n", - "1990-02-06 6.15 329.66 6.23 \n", - "1990-02-07 6.17 333.75 6.33 " - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "close_px_all.head()" ] }, { "cell_type": "code", - "execution_count": 110, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -10027,7 +2469,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " " + " " ] }, { @@ -10036,47 +2478,33 @@ "source": [ "**YOUR TURN:**\n", " \n", - "Write a function that gets a list and for each item in the list, replaces the _space_ with an underscore" + "Write a function that gets a list and, for each item in the list, replaces the _space_ with an underscore" ] }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "def replace_space(data):\n", - " return [x.replace(' ', '_') for x in data]" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['AAPL___', 'MSFT__', 'XOM']" - ] - }, - "execution_count": 112, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "replace_space(close_px.columns)" + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" ] }, { - "cell_type": "code", - "execution_count": 113, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# adding cleaned cokumn names manually\n", - "close_px.columns = ['AAPL', 'MSFT', 'XOM']" + "
\n", + "\tSolution\n", + "\t\n", + "def replace_space(data):\n", + " return [x.replace(' ', '_') for x in data]\n", + "replace_space(close_px.columns)\n", + "# adding cleaned column names manually\n", + "\t\n", + "
" ] }, { @@ -10088,21 +2516,11 @@ }, { "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ + "close_px.columns = ['AAPL', 'MSFT', 'XOM']\n", "# main plot\n", "close_px.AAPL.plot()\n", "# adding the title\n", @@ -10120,27 +2538,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we should use _.rolling_ method to create a moving window:" + "Now we should use the `.rolling` method to create a moving window:" ] }, { "cell_type": "code", - "execution_count": 283, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "close_px.AAPL.plot(label='AAPL')\n", "close_px.rolling(90)['AAPL'].mean().plot(label='AAPL :90 days rolling-average')\n", @@ -10153,11 +2558,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "What happened in **close_px.rolling(90)['AAPL'].mean().plot(label='AAPL :90 days rolling-average')** ?\n", + "What happened in `close_px.rolling(90)['AAPL'].mean().plot(label='AAPL :90 days rolling-average')`?\n", "\n", - "- **close_px** --> getting dataframe\n", - "- **.rolling(90)['AAPL'].mean()** --> get moving average of _90_ days for _AAPL_ column\n", - "- **.plot(label='AAPL :90 days rolling-average')** --> plotting the results" + "- `close_px` --> getting dataframe\n", + "- `.rolling(90)['AAPL'].mean()` --> get moving average of _90_ days for the _AAPL_ column\n", + "- `.plot(label='AAPL :90 days rolling-average')` --> plotting the results" ] }, { @@ -10173,7 +2578,7 @@ "source": [ "**YOUR TURN:**\n", " \n", - "write a function that takes the stock name and rolling period and makes the above plot (pay attention to the plot label!)" + "Write a function that takes the stock name and rolling period and makes the above plot (pay attention to the plot label!)" ] }, { @@ -10182,6 +2587,18 @@ "metadata": {}, "outputs": [], "source": [ + "(\\ .-. .-. .-. .-. .-. .-. .-. .-. /_\")\n", + " \\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//^\\\\_//\n", + " `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"` `\"`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Solution\n", + "\n", "def rolling_plot(stock, period):\n", " \"\"\"\n", " plot a stock price and its rolling average values for the given period\n", @@ -10198,29 +2615,11 @@ " close_px[stock].plot(label=stock)\n", " close_px.rolling(period)[stock].mean().plot(label=f'{stock} :{period} days rolling-average')\n", " plt.legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 284, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "rolling_plot('MSFT', 33)" + " plt.show()\n", + "\n", + "rolling_plot('MSFT', 33)\n", + "\n", + "
" ] } ], @@ -10239,8 +2638,7 @@ "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "pygments_lexer": "ipython3" }, "toc": { "base_numbering": 1, @@ -10262,5 +2660,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }